From ad7d4ef1964b5230b8d84e1460c551e8a3b208ad Mon Sep 17 00:00:00 2001 From: Dolsy Smith Date: Wed, 27 Dec 2023 12:58:30 -0500 Subject: [PATCH] Dec 2023 update (#59) --- .gitmodules | 13 +- course_utils/autograder.py | 29 +- course_utils/dataset_prep.py | 90 + homework-modules/python-camp-hw-2-gr | 1 - homework-modules/python-camp-hw-3-gr | 1 - homework-modules/python-camp-hw-4-gr | 1 - homework-modules/python-camp-hw-final-gr | 1 + textbook/_toc.yml | 34 +- textbook/glossary.md | 54 +- textbook/guidelines.md | 25 +- textbook/homework.md | 26 +- textbook/intro.md | 2 +- .../homework/HW_1_from_code_to_data.ipynb | 725 +- textbook/notebooks/homework/HW_2_GR.ipynb | 162 - .../HW_2_programming_techniques.ipynb | 508 +- textbook/notebooks/homework/HW_3_GR.ipynb | 278 - .../homework/HW_3_error_stories.ipynb | 372 +- textbook/notebooks/homework/HW_4_GR.ipynb | 214 - textbook/notebooks/homework/HW_Final_GR.ipynb | 473 + ...ing_code.ipynb => 1_1_modeling_code.ipynb} | 57 +- .../lessons/1_2_from_data_to_code.ipynb | 346 +- .../lessons/2_1_describing_the_team.ipynb | 405 +- .../lessons/2_2_programming_with_data.ipynb | 881 + .../notebooks/lessons/2_2_querying_data.ipynb | 629 - .../lessons/3_1_from_story_to_code.ipynb | 144 +- .../parsons-problems/html/homework-1-1.html | 34 +- .../parsons-problems/html/homework-1-2.html | 10 +- .../parsons-problems/html/homework-2-GR.html | 39 +- .../parsons-problems/html/lessons-2-1-1.html | 30 +- textbook/parsons-yaml/homework-1-1.yml | 3 +- textbook/parsons-yaml/homework-2-GR.yml | 10 +- textbook/parsons-yaml/lessons-2-1-1.yml | 3 +- .../data/bookstore-data-fall-2023.json | 118883 +++++++++++++++ .../data/reserves-data-fall-2023.csv | 381 + textbook/static-assets/data/team-dataset.json | 1 + .../img/homework/download-notebook.png | Bin 135511 -> 81306 bytes textbook/static-assets/img/list-to-dict.png | Bin 0 -> 87316 bytes textbook/static-assets/img/nested-data.png | Bin 0 -> 74018 bytes .../static-assets/img/schedule-of-classes.png | Bin 0 -> 129995 bytes .../img/string-indexing-table.png | Bin 0 -> 25090 bytes .../img/string-negative-indexing-table.png | Bin 0 -> 24777 bytes 41 files changed, 122290 insertions(+), 2575 deletions(-) create mode 100644 course_utils/dataset_prep.py delete mode 160000 homework-modules/python-camp-hw-2-gr delete mode 160000 homework-modules/python-camp-hw-3-gr delete mode 160000 homework-modules/python-camp-hw-4-gr create mode 160000 homework-modules/python-camp-hw-final-gr delete mode 100644 textbook/notebooks/homework/HW_2_GR.ipynb delete mode 100644 textbook/notebooks/homework/HW_3_GR.ipynb delete mode 100644 textbook/notebooks/homework/HW_4_GR.ipynb create mode 100644 textbook/notebooks/homework/HW_Final_GR.ipynb rename textbook/notebooks/lessons/{1_1_choreographing_code.ipynb => 1_1_modeling_code.ipynb} (83%) create mode 100644 textbook/notebooks/lessons/2_2_programming_with_data.ipynb delete mode 100644 textbook/notebooks/lessons/2_2_querying_data.ipynb create mode 100644 textbook/static-assets/data/bookstore-data-fall-2023.json create mode 100644 textbook/static-assets/data/reserves-data-fall-2023.csv create mode 100644 textbook/static-assets/data/team-dataset.json create mode 100644 textbook/static-assets/img/list-to-dict.png create mode 100644 textbook/static-assets/img/nested-data.png create mode 100644 textbook/static-assets/img/schedule-of-classes.png create mode 100644 textbook/static-assets/img/string-indexing-table.png create mode 100644 textbook/static-assets/img/string-negative-indexing-table.png diff --git a/.gitmodules b/.gitmodules index 7023910..c25f49f 100644 --- a/.gitmodules +++ b/.gitmodules @@ -1,10 +1,3 @@ -[submodule "python-camp-hw-2-gr"] - path = homework-modules/python-camp-hw-2-gr - url = https://github.com/gwu-libraries/python-camp-hw-2-gr.git - ignore = dirty -[submodule "homework-modules/python-camp-hw-4-gr"] - path = homework-modules/python-camp-hw-4-gr - url = https://github.com/gwu-libraries/python-camp-hw-4-gr.git -[submodule "homework-modules/python-camp-hw-3-gr"] - path = homework-modules/python-camp-hw-3-gr - url = https://github.com/gwu-libraries/python-camp-hw-3-gr.git +[submodule "homework-modules/python-camp-hw-final-gr"] + path = homework-modules/python-camp-hw-final-gr + url = https://github.com/gwu-libraries/python-camp-hw-final-gr.git diff --git a/course_utils/autograder.py b/course_utils/autograder.py index 89b9992..4b8f152 100644 --- a/course_utils/autograder.py +++ b/course_utils/autograder.py @@ -19,18 +19,26 @@ def extract_nb_code(nb_json): Expect each relevant metadata tag to follow the above format. ''' code = [] + ex_idx = 1 for cell in nb_json['cells']: # Filter for code cells if cell['cell_type'] == 'code': # Filter for the right kind of metadata tags = [t for t in cell['metadata'].get('tags', []) - if t.startswith('setup') or t.startswith('solution') or t.startswith('test-case')] + if t.startswith('setup') or t.startswith('test-case')] if tags: # Assume only one relevant tag per cell tag_type, tag_idx = tags[0].split(':') code.append({'code': cell['source'], 'type': tag_type, 'index': tag_idx}) + if tag_type == 'test-case': + # Increment at every test case + ex_idx += 1 + elif cell['source'] and cell['source'][0].startswith('#Your code below'): + code.append({'code': cell['source'], + 'type': 'solution', + 'index': str(ex_idx)}) # This supports proper indexing of exercises without setup cells # Group code cells according to their index (so that the setup, solution and test code for each exercise will be in the same dict) groups = [list(g) for k, g in groupby(code, lambda x: x['index'])] # Create one dict per exercise, containing setup, solution, and test code @@ -51,17 +59,18 @@ def setUp(self): self.hw_code = extract_nb_code(homework_nb) def test_homework(self): + test_vars = {} for i, ex in enumerate(self.hw_code): with self.subTest(exercise=i+1): - # Pass this as the "locals" param to the first two exec statements to store variables set by the code - test_vars = {} - # Run setup code, if it exists - exec(ex.get('setup', ''), None, test_vars) - # Run solution code - exec(ex['solution'], None, test_vars) - # Run test code as assertion - # Pass our local vars dict as globals so that it can be accessed at compile time by exec() - exec(ex['test-case'], test_vars) + # Pass this as the "locals" param to the first two exec statements to store variables set by the code + # Run setup code, if it exists + exec(ex.get('setup', ''), None, test_vars) + # Run solution code + exec(ex['solution'], None, test_vars) + # Run test code as assertion + # Pass our local vars dict as globals so that it can be accessed at compile time by exec() + exec(ex['test-case'], test_vars) + if __name__ == '__main__': diff --git a/course_utils/dataset_prep.py b/course_utils/dataset_prep.py new file mode 100644 index 0000000..fc0f315 --- /dev/null +++ b/course_utils/dataset_prep.py @@ -0,0 +1,90 @@ +# coding: utf-8 + +import json +from random import sample +from itertools import tee, filterfalse +import click +import re + +COURSE_META = 'courseSectionDTO' +COURSE_KEYS = ['department', 'course', 'section', 'instructor', 'termName'] +TEXT_META = 'courseMaterialResultsList' +TEXT_KEYS = ['title', 'edition', 'author', 'isbn', 'materialType', 'requirementType', 'copyRightYear', 'publisher'] +PRINT_INVENTORY = 'printItemDTOs' +E_INVENTORY = 'digitalItemDTOs' +INVENTORY_KEYS = ['typeCondition', 'priceDisplay', 'binding',] + +def extract_print_inventory(course_dict): + for record in course_dict.get(PRINT_INVENTORY, {}).values(): + yield dict([(transform_keys(k), course_dict.get(k)) for k in TEXT_KEYS] + [(transform_keys(k), record[k]) for k in INVENTORY_KEYS if record.get(k)] + [('item_type', 'print')]) + +def extract_e_inventory(course_dict): + for record in course_dict.get(E_INVENTORY, []): + yield dict([(transform_keys(k), course_dict.get(k)) for k in TEXT_KEYS] + [(transform_keys(k), record[k]) for k in INVENTORY_KEYS if record.get(k)] + [('item_type', 'digital')]) + +def transform_keys(key): + # Transform key from camel case to snake case + if key == 'course': + return 'course_num' + return re.sub(r'([A-Z])', r'_\1', key).lower() + +def extract_data(bkst_data): + cleaned_data = [] + for course in bkst_data: + course_dict = {transform_keys(k): course[COURSE_META][0].get(k) for k in COURSE_KEYS} + course_dict['texts'] = [] + for text in course[COURSE_META][0].get(TEXT_META, []): + for i in extract_print_inventory(text): + course_dict['texts'].append(i) + for i in extract_e_inventory(text): + course_dict['texts'].append(i) + cleaned_data.append(course_dict) + return cleaned_data + + +def dedupe_courses(data): + courses_seen = [] + for course in data: + course_key = " ".join([course[transform_keys(k)] for k in COURSE_KEYS if course[transform_keys(k)]]) + if not course_key in courses_seen: + courses_seen.append(course_key) + yield course + +def partition(pred, iterable): + """Partition entries into false entries and true entries. + + If *pred* is slow, consider wrapping it with functools.lru_cache(). + """ + # partition(is_odd, range(10)) --> 0 2 4 6 8 and 1 3 5 7 9 + t1, t2 = tee(iterable) + return list(filterfalse(pred, t1)), list(filter(pred, t2)) + + +def reshuffle_data(data, key, factor=2): + # weighted shuffle: ensures that elements with the key are distributed more toward the beginning of the dataset + # factor is the proportion of elements with the key to weight, i.e., 2 = 1/2 + without, with_key = partition(lambda x: x.get(key), data) + n = len(with_key) // factor + front_list = with_key[:n] + without[:n] + back_list = with_key[n:] + without[n:] + return sample(front_list, k=len(front_list)) + sample(back_list, k=len(back_list)) + +@click.command() +@click.option('--infile', default='../data/bookstore-data.json') +@click.option('--outfile', default='../textbook/static-assets/data/bookstore-data.json') +def main(infile, outfile): + with open(infile) as f: + bkst_data = json.load(f) + cleaned_data = extract_data(bkst_data) + + if len({" ".join([course[transform_keys(k)] for k in COURSE_KEYS if course[transform_keys(k)]]) for course in cleaned_data}) != len(cleaned_data): + cleaned_data = [c for c in dedupe_courses(cleaned_data)] + + with open(outfile, 'w') as f: + json.dump(reshuffle_data(cleaned_data, 'texts'), f, indent=4) + +if __name__ == '__main__': + main() + + + diff --git a/homework-modules/python-camp-hw-2-gr b/homework-modules/python-camp-hw-2-gr deleted file mode 160000 index 37e0fe1..0000000 --- a/homework-modules/python-camp-hw-2-gr +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 37e0fe1cc3ea21a041604a45fa653739558c206e diff --git a/homework-modules/python-camp-hw-3-gr b/homework-modules/python-camp-hw-3-gr deleted file mode 160000 index 865c82b..0000000 --- a/homework-modules/python-camp-hw-3-gr +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 865c82b411d09a427e27e36a9b822435f9bbae31 diff --git a/homework-modules/python-camp-hw-4-gr b/homework-modules/python-camp-hw-4-gr deleted file mode 160000 index 3ef3785..0000000 --- a/homework-modules/python-camp-hw-4-gr +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 3ef3785405a38c9d244505eeab1f0e6518b578e9 diff --git a/homework-modules/python-camp-hw-final-gr b/homework-modules/python-camp-hw-final-gr new file mode 160000 index 0000000..7c8e71b --- /dev/null +++ b/homework-modules/python-camp-hw-final-gr @@ -0,0 +1 @@ +Subproject commit 7c8e71bf4d89d90e36370b27aeb9e1f8a88a0844 diff --git a/textbook/_toc.yml b/textbook/_toc.yml index 2f80a2f..5dd61f0 100644 --- a/textbook/_toc.yml +++ b/textbook/_toc.yml @@ -12,10 +12,12 @@ parts: title: "Homework for Python Camp" - caption: Day 1 chapters: - - file: notebooks/lessons/1_1_choreographing_code - title: Choreographing Code - - file: notebooks/lessons/1_2_from_data_to_code - title: From Data to Code + - file: notebooks/lessons/1_1_modeling_code + title: Modeling Code +- caption: Day 1-2 + chapters: + - file: notebooks/lessons/1_2_from_data_to_code + title: From Data to Code - caption: Day 1 Homework chapters: - file: notebooks/homework/HW_1_from_code_to_data @@ -24,32 +26,26 @@ parts: chapters: - file: notebooks/lessons/2_1_describing_the_team title: Describing the Team - - file: notebooks/lessons/2_2_querying_data - title: Querying Data - caption: Day 2 Homework chapters: - file: notebooks/homework/HW_2_programming_techniques title: Programming Techniques - - file: notebooks/homework/HW_2_GR - title: "Graded Homework: Day 2" -- caption: Days 3-4 +- caption: Day 3 chapters: - - file: notebooks/lessons/3_1_from_story_to_code - title: From Story to Code + - file: notebooks/lessons/2_2_programming_with_data + title: Programming with Data - caption: Day 3 Homework chapters: - file: notebooks/homework/HW_3_error_stories title: Error Stories - - file: notebooks/homework/HW_3_GR - title: "Graded Homework: Day 3" -- caption: Day 4 (SUPPLEMENTAL) +- caption: Day 4 chapters: - - file: notebooks/lessons/4_1_modeling_the_world - title: Modeling the World -- caption: Bonus Homework + - file: notebooks/lessons/3_1_from_story_to_code + title: From Story to Code +- caption: Final Homework chapters: - - file: notebooks/homework/HW_4_GR - title: "Bonus Homework: Day 4" + - file: notebooks/homework/HW_Final_GR + title: "Final Homework (Graded)" - caption: Python Reference chapters: - file: keep_learning diff --git a/textbook/glossary.md b/textbook/glossary.md index d568d96..2608bda 100644 --- a/textbook/glossary.md +++ b/textbook/glossary.md @@ -96,6 +96,10 @@ Boolean value if x: print(2/x) +call + + To call a method or function is to instruct Python to execute the function or method's predefined behavior. And a function or method is really just a kind of shortcut: instead of our having to type out the same code whenever we want to perform a certain task (like splitting a string, for instance), we call the function or method in which that behavior has been defined. It's sort of like using the address book on your phone: you can tap `Mom` in order to call or text Mom, instead of having to enter her number every time. + character A character is the basic unit of a Python {term}`string`. In Python, characters are defined according to the [Unicode standard](https://home.unicode.org/) by default. Unicode characters comprise the following (and more): @@ -151,7 +155,15 @@ comment We use comments to document our code for ourselves and for others. +conditional logic + + A general term for the set of operations that allow computers to behave differently based on different inputs or conditions. At the most fundamental level, all other mathematical operations in a computer (addition, multiplication, etc.) are implemented using combinations of {term}`Boolean operator`s implemented in electronic circuits. + + In higher-level languages like Python, when we speak of conditional logic, we're often referring to {term}`if statement`s. +CSV + + An acronym for "comma-separated values," CSV is a data format compatible with spreadsheet applications like Excel. It is also a format widely used for storing tabular data: data structured in rows and columns. Unlike {term}`JSON`, CSV format does not generally work well with nested data. curly braces @@ -169,10 +181,17 @@ dictionary print(my_info['job_title']) # Prints "Librarian" +documentation + + Human-readable text that explains how a program or a part of a program is intended to work and/or the rationale for a particular choice made by the programmer. Some documentation resides in separate files from the program itself; an example of this kind of documentation is found on Python docs [website](https://docs.python.org/3/). Other documentation is mixed in with the program code. Such documentation is usually offset by particular characters that tell the computer running this code to ignore the documentation itself. In Python, to include documentation within our code we either prefix a line with a hashtag (`#`) or enclose multiple lines within triple quotes (`'''`). + dot notation When an {term}`instance` of a Python {term}`type` (or {term}`class`) has {term}`attributes` or {term}`method`s, we use dot notation to access the attributes/methods. For instance, a {term}`list` has an `append()` method, so for a given list `my_list`, we can write `my_list.append(3)` (to add the integer `3` to the end of the list). +exception + + An error message in Python arising from a problem in the logic of the code or its inputs. As opposed to a syntax error, which will always cause code to fail, an exception is Python's way of saying, "this code might run, EXCEPT not in this case." double equals sign @@ -265,7 +284,7 @@ indented block index - The position of an element in a {term}`list` or a {term}`character` in a {term}`string`. We can use the index to extract a single element/character, or we can use a range of indices to extract a {term}`slice` (a subset of the string or list). + The position of an element in a {term}`list`, or of a {term}`character` in a {term}`string`. We can use the index to extract a single element/character, or we can use a range of indices to extract a {term}`slice` (a subset of the string or list). Indices in Python start at `0` (meaning, the first element or character is considered to have an index of 0, not 1) and increase from left to right. @@ -347,6 +366,10 @@ list It's more common to use a {term}`dictionary` to represent complex data of multiple types, since each element in a dictionary has a {term}`key` that can be more descriptive. For example, if our dictionary has an `age` key, we might guess that this key will correspond to a numeric type, not a string. +list of dictionaries + + A common approach to representing data that consist of multiple elements (like books or university courses or people in a class) where each element has more or less the same set of attributes. (For books, those attributes might be `title`, `author`,` publisher`, etc. For people, `name`, `age`, `email address`, etc.) Each element in the list is a dictionary with the same set of keys; only the values are different. + loop variable The {term}`variable` in a {term}`for loop` that assumes the value of each element in the {term}`collection` over which the loop runs. @@ -418,6 +441,12 @@ return See {term}`function` for more information. +set + + A Python data type that is like a {term}`list` but that can contain only unique elements. Use the `set()` function to create a set from a list: `set([1,2,1,3,2,4,3,5])` returns `{1, 2, 3, 4, 5}`. (Note that the curly braces are used to delimit sets as well as dictionaries; unlike dictionaries, sets do not have key/value pairs, only single elements separated by commas.) + + Only certain Python types can be used to create sets. You can't, for instance, convert a list of dictionaries into a set. Sets are mostly useful when dealing with numeric values and/or strings. + slice A slice is a subset of a Python {term}`list` or {term}`string`. To create a slice, we use {term}`square brackets` around a pair of numbers separated by a {term}`colon`, where the first number is the position of the first element we want to include, and the last element is **one plus** the position of the last element to include. @@ -434,6 +463,12 @@ slice `my_list[3:5]` is the same as `my_list[3:]`. +source code + + Refers to the code (in Python or any other language) of which a piece of software (application, library, module, or script) consists. The Python community is very committed to [open source](https://en.wikipedia.org/wiki/Open_source) software; this commitment, coupled with the nature of the Python language itself, means that for virtually any Python {term}`library` that you might use, it's possible to inspect the source code to see how it was written. This fact can be very useful, especially for libraries lacking good documentation. + + The [source code](https://github.com/python/cpython) for the core of the Python language is also open source. However, a lot of it is implemented in C (or another low-level language, depending on the flavor of Python). + square brackets Square brackets (`[]`) are used in a few different ways in Python: @@ -442,6 +477,11 @@ square brackets - In creating a {term}`slice` of a string or list: `my_list[0:2]` - In accessing the value in a dictionary by its {term}`key`: `print(my_dict['name'])` prints the value associated with the key `name` in `my_dict`. + +standard library + + The set of functions, data types, methods, and other tools that are available with the basic installation of Python. + string A basic Python {term}`type` comprising a {term}`collection` of {term}`character`s. We can create a sting by enclosing any text (really, anything you can type on your keyboard) between quotation marks. @@ -450,6 +490,10 @@ string Strings have {term}`method`s, such as `split()`. See the [Python documentation](https://docs.python.org/3/library/stdtypes.html#text-sequence-type-str) for a complete list. +test + + A test in the context of programming is typically some code designed to check the functionality of other code. For instance, when developing an application, programmers will typically write multiple tests that can be used to confirm that various parts of the application work as intended. This approach is particularly helpful when the application goes through multiple development cycles, receiving bug fixes and enhancements. In such situations, having a suite of tests ensures that changes to one part of the application don't break other parts of the application. + type A Python type is, in essence, a set of behaviors associated with a certain way of representing data. Let's unpack this a bit. @@ -468,6 +512,10 @@ type Just as cooks choose the right appliance for the task at hand, so programmers choose the kind of `type` to use depending on goals and context. +Unicode + + A system for representing characters from the world's many languages along with other symbols (mathematical symbols, emojis, etc.). Python handles Unicode by default, which means that you can use Python to work with text in languages other than English. See {term}`character` for more information. + value The word _value_ is ambiguous when talking about Python. On the one hand, we can talk about any occurence of data as a _value_, as when we say that in defining a {term}`variable`, the value goes on the right of the equals sign. @@ -492,10 +540,6 @@ variable In creating variables, we assign a name to a value with the single equals sign. The names goes on the left of the equals sign, the value on the right. -Unicode - - A system for representing characters from the world's many languages along with other symbols (mathematical symbols, emojis, etc.). Python handles Unicode by default, which means that you can use Python to work with text in languages other than English. See {term}`character` for more information. - white space The phrase _white space_ refers to characters created by the spacebar, the tab key, and/or the return/enter key on your keyboard. diff --git a/textbook/guidelines.md b/textbook/guidelines.md index 1dde436..bb8e409 100644 --- a/textbook/guidelines.md +++ b/textbook/guidelines.md @@ -1,12 +1,12 @@ # Collaborating on Code: Guidelines for a Good Experience -Python Camp takes a team-based approach to teaching and learning. Python Camp instructors work as a team and represent a range of coding experience, from folks who have written code almost daily for years, to folks to who do so more sporadically, to folks who only recently embarked on their coding journeys. +Python Camp takes a team-based approach to teaching and learning. Python Camp facilitators work as a team and represent a range of coding experience, from folks who have written code almost daily for years, to folks to who do so more sporadically, to folks who only recently embarked on their coding journeys. As a Python Camp participant, you'll also be asked to work in a team. This document outlines the rationale for our team-based approach and offers guidelines and suggestions for making the most of this experience. ## Why Work in Teams? -Over the years of teaching Python Camp, we've found that the most effective environments are those where the learners interact not only with the instructors but with each other: asking a neighbor or friend for help with the lesson, talking through an exercise together, or even just sharing their goals for learning Python and their broader academic interests. In order to cultivate this kind of interaction, we have restructured Python Camp around a series of team-based, in-class activities. +Over the years of teaching Python Camp, we've found that the most effective environments are those where the learners interact not only with the facilitators but with each other: asking a neighbor or friend for help with the lesson, talking through an exercise together, or even just sharing their goals for learning Python and their broader academic interests. In order to cultivate this kind of interaction, we have restructured Python Camp around a series of team-based, in-class activities. Moreover, we believe that working in teams fosters the following outcomes: @@ -41,23 +41,24 @@ For the last two kinds of prompt, teams should feel free to explore different st - For instance, a team of four _may_ prefer to work on the larger coding problems in pairs, to facilitate sharing screens. - Or the team may decide to give everyone a chance to try the problem individually before comparing their proposed solutions. -Finding what works best for your team is part of the process of teamwork. And your Python Camp instructors/facilitators are there to help! +Finding what works best for your team is part of the process of teamwork. And your Python Camp facilitators are there to help! But whatever method(s) you choose, **please ensure that everyone on the team has a chance to enter the team's solution into their own notebook.** Besides practicing Python syntax, by keeping your notebook up to date you will create a useful artefact you can refer to later. ### Team roles -#### Rotating notetaker +To support a productive and equitable experience, each team will assign someone to each of the following roles. It is recommended that teams rotate these roles, perhaps at the start of each day, so that everyone gets to try out all the roles, even those they may feel less comfortable with. -For the prompts that ask you to write code, everyone should be doing so in parallel in their own notebooks, even when that involves some duplication of effort: the point of these team activities is not to demonstrate your efficiency but your shared understanding. +- **Notetaker**: Everyone on the team should write code during the hands-on exercises around which we have structured Python Camp. The notetaker, however, is responsible for **documenting** other aspects of the programming process. These include: + - Jotting down questions that arise while trying to solve a problem; + - Recording team decisions and documenting project plans; + - Taking notes on team discussions in response to discussion prompts. +- **Reporter**: The reporter is the team's designated spokesperson. Everyone on the team should feel free to ask questions or share ideas with the larger group at any time. However, when teams are asked to share the outcome of group discussions, it helps to have someone delegated to this task. And rotating the reporter role gives everyone on the team a chance to share out. +- **Advocate**: The advocate has a very important role: to make sure that everyone has a chance to contribute to the work of the team, and that no one is getting left behind. It's perfectly okay -- and probably inevitable -- that members of the team will contribute in different ways. For instance, some people might have a better eye for detail, while others are more focused on the big picture. But here are some ways in which the advocate can help ensure equity and inclusion: + - During group discussions, if situations arise where one or two team members are doing all the talking, the advocate might say something like, "I see that we haven't heard from __________ in a while. Let's make space for anything they'd like to share." + - During hands-on exercises/problem-solving, the advocate might check in with team members to see if they're lost, feeling confused, or frustrated. In these situations, the advocate might suggest that the team take a pause to bring everyone up to speed, or the advocate might suggest flagging a Python Camp facilitator to provide more guidance. + - The advocate can advocate for themselves as well other team members. But some people feel more comfortable advocating on behalf of others, which is why it's especially useful to rotate this role. -For the prompts that involve planning, design and discussion, it will be useful to designate a single person as notetaker for that activity. **Please do rotate the role between activities** so that everyone on the team shares the responsibility. Taking notes is a useful way to reinforce your learning. But it can also prevent the notetaker from engaging fully in the discussion, so it's important to distribute the task equitably. - -Your Python Camp facilitators will remind you to rotate the notetaking task at the start of each major team activity. - -#### Team facilitator - -It's not necessary to delegate a leader for your team, given the highly structured activities of Python Camp. But if the team would be more comfortable choosing one member to moderate the discussion and keep things on track, you're welcome to do so. You might also consider rotating this role, so that everyone has a chance to contribute in every way. ## How Can I Make the Most of This Experience? diff --git a/textbook/homework.md b/textbook/homework.md index 1f13850..1453696 100644 --- a/textbook/homework.md +++ b/textbook/homework.md @@ -6,34 +6,30 @@ The homeworks are designed to be completed individually, but you are also free t ## Homework Format -Each day's homework lesson consists of one or two parts. Please do the parts in order as linked from the daily schedule on the left panel of this screen. - 1. With the exception of Day 4, the first part consists of a Python motebook with documentation, examples of code, and exercises that ask you to write code yourself. Hints and/or hidden solutions are provided for the latter, but you are strongly encouraged to try each exercise on your own before looking at the solution. +Each day's homework lesson consists of a Python motebook with documentation, examples of code, and exercises that ask you to write code yourself. Hints and/or hidden solutions are provided for the latter, but you are strongly encouraged to try each exercise on your own before looking at the solution. - Just as we did for the in-class activities, you should open each homework notebook in JupyterHub (using the rocket icon at the top of the screen) and execute the code cells in order as you read through the notebook. Any changes you make to the notebook in JupyterHub will be saved to your JupyterHub account. - **Please try your best to complete these notebooks on the day they are assigned**; we'll build on the concepts and practices they introduce in our team activities on the following day. - 2. With the exception of Day 1, the second part of each homework consists of a notebook with one or more exercises that you should complete and upload to GitHub Classroom. These notebooks are called "Graded Homework: Day ____" (followed by the day, either 2, 3, or 4). - - You don't need to complete these exercises on the day they are assigned, though you may. - - In addition to attendance for the duration of Python Camp, successful completion and submission of these notebooks is a requirement for the Python Camp Certificate of Completion. - - Please see the instructions for uploading graded notebooks below. + 2. You must submit the **final homework notebook** for grading in order to receive the Python Camp Certificate of Completion. The grading is done automatically on GitHub Classroom, and you will have an opportunity to ensure that your work is correct before submitting. Please see the instructions for submitting the graded notebook below. ## Submitting Graded Notebooks -We're using GitHub Classroom to track submission of these notebooks. Please read the following instructions carefully, and let us know if you have any questions. +We're using GitHub Classroom to track submission of this notebook. Please read the following instructions carefully, and let us know if you have any questions. -1. To complete each notebook, open it in JupyterHub (using the rocket icon in the upper left) and follow the instructions included with the notebook. +1. To complete the notebook, open it in JupyterHub (using the rocket icon in the upper left) and follow the instructions included with the notebook. 2. When you've successfully completed each exercise, the code cell in the `Tests` section should run without any errors or other output. If you see an `AssertionError`, it will indicate the part of your code that is not behaving as expected. -3. WHen you've finished your work, don't forget to save your notebook in JupyterHub! -4. Download your notebook from JupyterHub to your own computer, using the `File -> Download as -> Notebook` command from the menu at the top. +3. When you've finished your work, don't forget to save your notebook in JupyterHub! +4. Download your notebook from JupyterHub to your own computer, using the `File -> Download` command from the menu at the top. ````{image} img/homework/download-notebook.png - :alt: Download as notebook option from File menu + :alt: Dropdown menu showing download option from File menu :width: 500px :align: center ```` -5. Depending on your computer setup, the downloaded notebook may be located in your `Downloads` folder, on your desktop, or elsewhere. It should have the name `HW_n_GR.ipynb` (where `n` is the number of the homework day, e.g., 2, 3, or 4). If you have downloaded this file before, the latest version may have a different name. In this case, you should delete the old file and **rename the newly downloaded file** so that it has the same name as the original. +5. Depending on your computer setup, the downloaded notebook may be located in your `Downloads` folder, on your desktop, or elsewhere. It should have the name `HW_Final_GR.ipynb`. If you have downloaded this file before, the latest version may have a different name. In this case, you should delete the old file and **rename the newly downloaded file** so that it has the same name as the original. 5. In the Python Camp roster, copy the link in the column associated with this homework assignment and paste it into a new tab on your web browser. 6. If you don't have a GitHub account, you'll need to create one. (GitHub is a widely used platform for sharing and collaborating on code.) You don't need to use the same email address on your GitHub account as you are using for Python Camp, so if you already have a GitHub account under a different email address, feel free to use that one. 7. Once you've logged into GitHub, and if this is your first time submitting an assignment, you'll be asked to select your email address from the GitHub Classroom roster. **Please make sure you select the correct email address**. This will link your GitHub account to that email address in our GitHub Classroom instance. -8. At this point, you should see a screen asking you to "Accept" the assignment in GitHub Classroom. Accepting the assignment will create a new GitHub repository under your GitHub account; that repository is where you'll submit your completed notebook for grading. +8. At this point, you should see a screen asking you to `Accept the assignment` in GitHub Classroom. Accepting the assignment will create a new GitHub repository under your GitHub account; that repository is where you'll submit your completed notebook for grading. ````{image} img/homework/accept-assignment.png :alt: Screen showing a GitHub message with the assignment name and a green button to accept the assignment. @@ -48,7 +44,7 @@ We're using GitHub Classroom to track submission of these notebooks. Please read :width: 500px :align: center ```` -11. You'll also see some files listed in your repo, including one with the name of the homework notebook you're submitting, e.g., `HW_GR_2.ipynb`. At this point, all you need to do is upload the new version of this notebook that you downloaded from JupyterHub in step 4. To upload the file, click the `Add file` button next to the green `Code` button at the top, and then select `Upload file`. +11. You'll also see some files listed in your repo, including one with the name of the homework notebook you're submitting, e.g., `HW_Final_GR.ipynb`. At this point, all you need to do is upload the new version of this notebook that you downloaded from JupyterHub in step 4. To upload the file, click the `Add file` button next to the green `Code` button at the top, and then select `Upload file`. ````{image} img/homework/assignment-repo-2.png :alt: Screen showing the GitHub dropdown button to upload files. @@ -56,7 +52,7 @@ We're using GitHub Classroom to track submission of these notebooks. Please read :align: center ```` 12. Drag the notebook file from its location on your computer into the provided space (or click `Choose files` and select the file from the file navigator). **Make sure the file has the exact same name as in the list of files on the previous GitHub repo screen.** -13. Click the green `Commit` button at the bottom of the screen to complete the upload. +13. Click the green `Commit Changes` button at the bottom of the screen to complete the upload. ````{image} img/homework/assignment-repo-3.png :alt: GitHub screen with a green button that reads "Commit." diff --git a/textbook/intro.md b/textbook/intro.md index 865a7db..369e4ad 100644 --- a/textbook/intro.md +++ b/textbook/intro.md @@ -23,7 +23,7 @@ then Python Camp may be for you! Over the course of **four days**, participants will spend approximately **four hours a day** together, working in small teams on activities facilitated by Python Camp instructors. -In addition, participants will complete approximately **one to two hours** of self-guided homework lessons each day. These lessons are intended to be done individually and serve to prepare participants for the team-based learning on the following day. The homework includes a handful of shorter exercises to test participants' knowledge, which will be graded. +In addition, participants will complete approximately **one to three hours** of self-guided homework lessons each day. These lessons are intended to be done individually and serve to prepare participants for the team-based learning on the following day. The homework includes a handful of shorter exercises to test participants' knowledge, which will be graded. Successful completion of these exercises, as well as attendance and participation during all four days of Python Camp, will confer a certificate of achievement. diff --git a/textbook/notebooks/homework/HW_1_from_code_to_data.ipynb b/textbook/notebooks/homework/HW_1_from_code_to_data.ipynb index 1a1bf29..fe37b99 100644 --- a/textbook/notebooks/homework/HW_1_from_code_to_data.ipynb +++ b/textbook/notebooks/homework/HW_1_from_code_to_data.ipynb @@ -15,8 +15,7 @@ "\n", "- To review the basic data types and syntactic patterns of Python.\n", "- To build more complex structures out of these basic data types.\n", - "- To explore tools for cleaning and transforming data\n", - "- To use control structures to clean and transform data in an automated way" + "- To explore tools for cleaning and transforming data" ] }, { @@ -27,13 +26,12 @@ "\n", "This notebook is intended for you to work through independently, in order to review and clarify the concepts introduced on Python Camp Day 1, and to lay the groundwork for the activities on Python Camp Day 2. However, feel free to collaborate with others in working through it. It is also intended to serve as a resource you can return to review as necessary.\n", "\n", - "In this homework, you will cover most of the fundamental tools of the Python programming language that you need to work with data. You've already encountered these tools in today's team activities: _Choreographing Code_ and _From Data to Code_. But these homework exercises will unpack their syntax and explain how to use them. Along the way, you'll cover the following concepts:\n", + "In this homework, you will cover most of the fundamental tools of the Python programming language that you need to work with data. You've already encountered these tools in today's team activities: _Modeling Code_ and _From Data to Code_. But these homework exercises will unpack their syntax and explain how to use them. Along the way, you'll cover the following concepts:\n", "\n", "- Working with numbers in Python\n", "- Working with text (strings) in Python\n", "- Slicing and splitting strings to extract textual data\n", "- Working with lists of numbers or strings\n", - "- Using loops to process data in lists\n", "\n", "If you have little or no prior programming experience, you may find this homework challenging. But please try to work through all the exercises, even if you lose the thread or can't make sense of the provided sample solutions. Just make a note of where you got stuck: we will review the homework and address your questions tomorrow in class." ] @@ -86,8 +84,14 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, + "execution_count": null, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "book_price = 99.95\n", @@ -96,7 +100,13 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "````{admonition} Try it out!\n", ":class: try-it-out\n", @@ -108,7 +118,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -127,22 +137,18 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, "solution2": "hidden", "tags": [ "hide-cell" ] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "5497.25\n" - ] - } - ], + "outputs": [], "source": [ "total_cost = book_price * num_students\n", "print(total_cost)" @@ -154,45 +160,23 @@ "source": [ "### I.2 Flavors of numbers\n", "\n", - "In Python, numbers come in two main flavors: **integers** and **floats**. We can use Python's `type()` function to expose the {term}`type` of any value or {term}`variable`." + "In Python, numbers come in two main flavors: integers and floats. We can use Python's `type()` function to expose the {term}`type` of any value or {term}`variable`." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "float" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "type(book_price)" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "int" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "type(num_students)" ] @@ -201,7 +185,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "A **float** is any number that contains a decimal point. An **integer** (`int`) is what we call a whole number. \n", + "A {term}`float` is any number that contains a decimal point. An {term}`integer` (`int`) is what we call a whole number. \n", "\n", "Unlike some programming languages, Python handles the conversion between these two types automatically. " ] @@ -221,7 +205,13 @@ { "cell_type": "code", "execution_count": null, - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "outputs": [], "source": [ "type(total_cost)" @@ -229,7 +219,13 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "````{admonition} For the curious\n", ":class: dropdown\n", @@ -271,7 +267,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The `TypeError` informs us that we can't perform multiplication in this instance because `book_price` is not of the right {term}`type`. " + "The `TypeError` informs us that we can't perform multiplication in this instance because `book_price` is not of the right type. " ] }, { @@ -281,7 +277,7 @@ "````{admonition} Notes\n", ":class: notes\n", "\n", - "We saw prices represented this way -- `\"$99.95\"` -- in the bookstore dataset. The quotation marks indicate that this value is a **string**. As far as Python is concerned, *anything* between quotation marks is a string. \n", + "We saw prices represented this way -- `\"$99.95\"` -- in the bookstore dataset. The quotation marks indicate that this value is a {term}`string`. As far as Python is concerned, *anything* between quotation marks is a string. \n", "\n", "You can think of the quotation marks as a container: whatever you put into the container will be treated as an instance of the `str` type. \n", "\n", @@ -310,7 +306,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -329,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "editable": true, "slideshow": { @@ -348,7 +344,13 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "### I.4 Strings vs. variable names\n", "\n", @@ -366,7 +368,7 @@ "| -----|--------|--------- |\n", "|`my_name` | Yes | |\n", "|`book_title_2` | Yes | |\n", - "|`$price` | No | Uses punctuation not allowed |\n", + "|`price$` | No | Uses punctuation not allowed |\n", "| `2nd_book` | No | Begins with a number |\n", "| `course year` | No | Spaces not allowed |\n", "\n" @@ -380,16 +382,16 @@ "\n", "When working with textual data, keep in mind that Python _doesn't know anything_ about the meaning of what's inside the quotes. It has no concept of words, punctuation, etc. -- all the stuff that we as humans rely on to communicate effectively (elements of so-called _natural languages_). \n", "\n", - "A Python string is just a **collection** of **characters**. Imagine spelling out words in Scrabble, or with wooden alphabet blocks. \n", + "A Python string is just a {term}`collection` of {term}`character`s. Imagine spelling out words in Scrabble, or with wooden alphabet blocks. \n", "\n", - "That said, Python strings are also suprisingly flexible. Python provides a lot of tools to make working with them easy, starting with the fact that each character in the string has a well-defined position, which we call the **index**. We can use the indices of characters to extract information from parts of a string.\n", + "That said, Python strings are also suprisingly flexible. Python provides a lot of tools to make working with them easy, starting with the fact that each character in the string has a well-defined position, which we call the {term}`index`. We can use the indices of characters to extract information from parts of a string.\n", "\n", "The following code defines two string variables that hold information about a course and a term." ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": { "editable": true, "slideshow": { @@ -417,19 +419,42 @@ "\n", "By counting characters, we can see the following:\n", "- The department code occupies the first four (4) index positions. With strings, the first position is labeled `0`, not `1`, so the first 4 characters would fall in positions `0`, `1`, `2`, and `3`.\n", - "- The course number occupies four more positions, but we also have to account for the intervening space: `4` (the space), then `5`, `6`, `7`, `8`.\n", - "\n", - "\n", - "|0|1|2|3|4|5|6|7|8|9|10|11|\n", - "|:-|:-|:-|:-|:-|:-|:-|:-|:-|:-|:-|:-|\n", - "|C|H|E|M| |1|0|0|2| |1|0|\n", - "\n", - "We can use this information to **slice** our `course` variable as follows:" + "- The course number occupies four more positions, but we also have to account for the intervening space: `4` (the space), then `5`, `6`, `7`, `8`." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "````{image} https://gwu-libraries.github.io/python-camp/img/string-indexing-table.png\n", + ":alt: Table showing the characters in the string \"CHEM 1002 10\" arranged in sequence on one row, with the numbers 0 through 11 on the row above. \n", + ":width: 500px\n", + ":align: center\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "We can use this information to {term}`slice` our `course` variable as follows:" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": { "editable": true, "slideshow": { @@ -437,16 +462,7 @@ }, "tags": [] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CHEM\n", - "1002\n" - ] - } - ], + "outputs": [], "source": [ "dept_code = course[0:4] # Positions 0 through 3\n", "course_num = course[5:9] # Positions 5 through 8\n", @@ -505,22 +521,14 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": null, "metadata": { "solution2": "hidden", "tags": [ "hide-cell" ] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "10\n" - ] - } - ], + "outputs": [], "source": [ "section_num = course[10:12]\n", "print(section_num)" @@ -559,34 +567,48 @@ "term = 'Summer 2023'\n", "```\n", "\n", - "Let's say that we expect the term data to consist of the name for a particular semester -- `Summer`, `Spring`, or `Fall` -- plus a 4-digit year. \n", - "\n", - "Do you see the problem here? The name of the term can be either 4 characters long (`Fall`) or 6 (`Summer`, `Spring`). \n", - "\n", - "Fortunately, Python has us covered, because it lets us _count backwards_ as well as forwards when slicing a string. We just use negative numbers! Since there's no such number as `-0`, the last characer in a string has the position `-1`. \n", - "\n", - "|-11|-10|-9|-8|-7|-6|-5|-4|-3|-2|-1|\n", - "|-|-|-|-|-|-|-|-|-|-|-|\n", - "|S|u|m|m|e|r| |2|0|2|3|\n", - "\n", + "Let's say that we expect the term data to consist of the name for a particular semester -- Summer, Spring, or Fall -- plus a 4-digit year. \n", "\n", + "Do you see the problem here? The name of the term can be either 4 characters long (`\"Fall\"`) or 6 (`\"Summer\"`, `\"Spring\"`). \n", "\n", + "Fortunately, Python has us covered, because it lets us _count backwards_ as well as forwards when slicing a string. We just use negative numbers! Since there's no such number as `-0`, the last characer in a string has the position `-1`. " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "````{image} https://gwu-libraries.github.io/python-camp/img/string-negative-indexing-table.png\n", + ":alt: Table showing the characters in the string \"Summer 2023\" arranged in sequence on one row, with the numbers -11 through -1 on the row above. \n", + ":width: 500px\n", + ":align: center\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ "To extract the last 4 characters (the year) from the `term` variable, we can use this slice:" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2023\n" - ] - } - ], + "outputs": [], "source": [ "term_year = term[-4:]\n", "print(term_year)" @@ -596,24 +618,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The colon with no number after it means \"slice up to and _including_ the end of the string.\" It's useful in cases where we don't know (in advance) how long the string will actually be. (In this case, with our three different terms, the string could be either 9 or 11 characters long.) \n", - "\n", "We can also mix negative and positive positions in slicing. To start from the first character and slice **up to** (but not including) the fifth character from the end, we could use the following slice:" ] }, { "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Summer\n" - ] - } - ], + "execution_count": null, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], "source": [ "term_name = term[0:-5]\n", "print(term_name)" @@ -621,50 +639,59 @@ }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "### I.6 How to do things with strings: Splitting\n", "\n", - "Strings in Python come with a lot of built-in functionality. One of the most useful is a {term}`method` caled `split()`. \n", + "Strings in Python come with a lot of built-in functionality. One of the most useful is a string method caled `split()`. \n", + "\n", + "In Python, a {term}`method` is a set of predefined behaviors associated with a particular data type. We refer to `split()` as a \"string method\" because it's available on anything that Python recognizes as a string. \n", + "\n", + "You can think of a method as an appliance attachment: a vaccuum cleaner and a kitchen stand mixer can both come with various attachments; the vaccuum attachments help you use your vaccuum better, and your mixer attachments expand the functionality of the mixer. The same can be said of Python methods: they help us make better use of their associated data types.\n", "\n", - "Take a look at what happens when we call the `split()` method on our `course` variable." + "Take a look at what happens when we {term}`call` the `split()` method on our `course` variable." ] }, { "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['CHEM', '1002', '10']" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], "source": [ "course.split()" ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, "source": [ "Let's pause here and note a few things:\n", "\n", "1. There is a **period** (`.`) between `course` and `split()`. This indicates that the `split()` method belongs to our `course` variable. We get access to this method whenever we use a string value. \n", "\n", - " And we can call it on string values directly: `'CHEM 1002 10'.split()` produces the same output.\n", - " \n", "\n", "2. The **parentheses** after the word `split` are required. We've seen parentheses in calling the `print()` and `type()` functions, too. Here the parens are empty because we're not providing any {term}`arguments` to `split()`. (Python knows what we want to split because of the period attaching the method to the `course` variable.)\n", "\n", "\n", - "3. The output from `course.split()` is a **list** of three separate strings. A Python list is enclosed with {term}`square brackets` and contains items separated by {term}`comma`s." + "3. The output from `course.split()` is a {term}`list` of three separate strings. A Python list is enclosed with {term}`square brackets` and contains items separated by {term}`comma`s." ] }, { @@ -723,7 +750,7 @@ "\n", "`['Summer', '2023']`\n", "\n", - "As you might have guessed, `split()` separates a string on the **white space** (which can be a regular space, a tab, or a line break). \n", + "As you might have guessed, `split()` separates a string on the {term}`white space` (which can be a regular space, a tab, or a line break). \n", "\n", "If you imagine a string as a six-pack of some canned beverage, the spaces are like the plastic rings holding the six-pack together. When we call `split()` on the string, that's like pulling each can out of the six-pack and discarding the plastic rings: you are left with six individual cans (a list of strings without spaces).\n", "\n", @@ -735,7 +762,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## II. Loops and lists\n", + "## II. Strings & lists\n", "\n", "We have seen that when we call the `split()` method on a string, Python turns the string into a list of strings. \n", "\n", @@ -750,22 +777,14 @@ "source": [ "### II.1 Accessing items\n", "\n", - "We can use an {term}`integer` inside square brackets to access the item at single position ({term}`index`) within a list." + "We can use an integer inside square brackets to access the item at single position ({term}`index`) within a list." ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CHEM\n" - ] - } - ], + "outputs": [], "source": [ "course_info = course.split()\n", "print(course_info[0])" @@ -780,17 +799,9 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "10\n" - ] - } - ], + "outputs": [], "source": [ "print(course_info[-1])" ] @@ -831,7 +842,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": { "editable": true, "slideshow": { @@ -842,15 +853,7 @@ "hide-cell" ] }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['CHEM', '1002']\n" - ] - } - ], + "outputs": [], "source": [ "print(course_info[0:2])" ] @@ -867,389 +870,19 @@ "````" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### II.2 Doing things with strings & lists\n", - "\n", - "The real power of lists enters when we can use them to automate a lot of repetitive tasks.\n", - "\n", - "In \"Choreographing Code,\" we used what's called a `for` loop to adjust a list of prices with sales tax. Here we'll work up to the same task, step by step, but we'll add a couple of enhancements. \n", - "\n", - "For this example, we'll start with a list of strings representing book prices." - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [], - "source": [ - "book_prices = ['$55.99', '$119.95', '$13.95', '$250.67', '$99.99']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First, let's just print each price from the list on its own line." - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "$55.99\n", - "$119.95\n", - "$13.95\n", - "$250.67\n", - "$99.99\n" - ] - } - ], - "source": [ - "for price in book_prices:\n", - " print(price)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{admonition} Notes\n", - ":class: notes\n", - "\n", - "1. Our loop begins with the Python {term}`keyword` `for`. This is not a function -- like `len()` or `print()` -- but part of the Python syntax itself (like the quotation marks around strings or the square brackets around lists). \n", - "\n", - "\n", - "2. `for` always goes with `in`; they make a pair. \n", - "\n", - "\n", - "3. The variable `price`, immediately following `for`, is being created here. (It was not previously defined in our code.) Its role is to hold -- in sequence -- each item in the {term}`collection` following `in`.\n", - "\n", - "\n", - "4. `book_prices` _was_ defined before the loop. The variable following `in` should always be some sort of collection type -- a string, a list, a dictionary, etc. -- or else a {term}`function` that returns a collection. We cannot write `for x in 10`, for instance, because the integer `10` is not a collection; it holds no items within itself. (For the same reason, we can't take a slice of `10`).\n", - "\n", - "\n", - "5. The first line of the `for` loop ends in a {term}`colon`, and the line or lines underneath it are **indented** (separated from the left margin by the same number of tabs or spaces). We call these indented lines in Python a {term}`block`.\n", - "\n", - "````" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{admonition} Try it out!\n", - ":class: try-it-out\n", - "\n", - "\n", - "All of the prices follow the same format, beginning with the dollar sign. To calculate the sales tax, we need to multiply each price by a fixed percentage -- let's say 110%, or 1.1, to reflect a sales tax of 10% on the dollar.\n", - "\n", - "But as we saw above, we can't perform math with strings, and `book_prices` is a list of strings. To convert our strings to numbers, we first need to remove the dollar sign from each price. \n", - "\n", - "Modify the `for` loop above so that it prints each price _without_ the dollar sign. For a hint, consult the example above where we created the variable `course_section`.\n", - "\n", - "````\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# Your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "solution2": "hidden", - "solution2_first": true - }, - "source": [ - "Now check your answer by expanding the hidden solution cell below." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "solution2": "hidden", - "tags": [ - "hide-cell" - ] - }, - "outputs": [], - "source": [ - "for price in book_prices:\n", - " print(price[1:])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{admonition} Try it out!\n", - ":class: try-it-out\n", - "\n", - "Now that we have extracted the numeric part of the string (the part after the dollar sign), we can **convert** this string to a float in order to do math with it. \n", - "\n", - "Modify the `for` loop again to do the following:\n", - "\n", - "1. Assign the slice of the price (without the dollar sign) to a new variable called `price_num`.\n", - "\n", - "2. Use the `float()` function to convert `price_num` to a float, and multiply the result by `1.1`. \n", - "\n", - " For instance, to convert the string `'1.5'` (notice the quotations marks!) to its float representation, we would write `float('1.5')`.\n", - "\n", - "3. Assign the result of this calculation to `price_num` and print it.\n", - "\n", - "If the foregoing feels intimidating, try this [Parsons Problem](https://gwu-libraries.github.io/python-camp/parsons-problems/html/homework-1-1.html) first. It allows you to focus on the logical order of the actions to be performed, rather than on the syntax of the commands.\n", - "\n", - "````" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "solution2": "hidden", - "solution2_first": true - }, - "source": [ - "Now check your answer by expanding the hidden solution cell below." - ] - }, - { - "cell_type": "code", - "execution_count": 56, - "metadata": { - "solution2": "hidden", - "tags": [ - "hide-cell" - ] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "61.589000000000006\n", - "131.94500000000002\n", - "15.345\n", - "275.737\n", - "109.989\n" - ] - } - ], - "source": [ - "for price in book_prices:\n", - " price_num = price[1:]\n", - " price_num = float(price_num) * 1.1\n", - " print(price_num)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### II.3 From one list to another\n", - "\n", - "If you didn't get the intended answer, don't worry! You'll get the hang of it. The most important thing for now is to understand that we used a `for` loop because we wanted to repeat a certain set of actions for all the items in a list. \n", - "\n", - "For now, let's add one enhancement to our loop: instead of just printing the new price (with the added sales tax), we'll store it in a separate list. \n", - "\n", - "To do this, we need to use a {term}`method` of Python lists called `append()`. This method adds a new item to the end of a list.\n", - "\n", - "Much like the `split()` method we used on strings, the `append()` method can be called from any Python list by writing the name of the list plus `.append(item)`, where `item` is the value we want to add to the list. \n", - "\n", - "See the code below and the explanation that follows." - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[61.589000000000006, 131.94500000000002, 15.345, 275.737, 109.989]\n" - ] - } - ], - "source": [ - "prices_with_tax = []\n", - "for price in book_prices:\n", - " price_num = price[1:]\n", - " price_num = float(price_num) * 1.1\n", - " prices_with_tax.append(price_num)\n", - "print(prices_with_tax)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{admonition} Notes\n", - ":class: notes\n", - "\n", - "This loop achieves the same thing as the previous, with this difference: the adjusted prices are now stored in the `prices_with_tax` variable, which is another list. This is a fairly common Python pattern; when using this pattern, here are a few rules of thumb to keep in mind:\n", - "\n", - "\n", - "1. We need to create the new list _outside_ of the `for` loop. The line `prices_with_tax = []` creates a new variable that consists of an **empty list**. \n", - "\n", - "\n", - "2. As before, we use the {term}`loop variable` `price` to work with each item in the `book_prices` list.\n", - "\n", - "\n", - "3. The variable `price_num` is temporary, in the sense that, like the `price` loop variable, it will change (be reassigned to a new value) with every iteration of the loop.\n", - "\n", - "\n", - "3. The line `prices_with_tax.append(price_num)` stores the value in `price_num` to our list. **Without this step, we could not \"save\" the results of our calculations.** It's like performing a series of steps on a calculator: if you don't write down your answer before moving onto the next problem, you will lose all your hard work!\n", - "\n", - "\n", - "4. Steps 2, 3, and 4 are all indented underneath the line that kicks off the `for` loop. Visually, this tells you that all of these steps happen on each iteration of the loop (once for every item in the `book_prices` lists.\n", - "\n", - "\n", - "5. The line `print(prices_with_tax)` happens _outside_ the `for` loop, so it's not indented. That's because we only want to print our new list when it's finished, not every time we add a new item to it. \n", - "\n", - "\n", - "6. Note that our `book_prices` list still holds the original strings: our code made a new, second list. \n", - "\n", - "````" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['$55.99', '$119.95', '$13.95', '$250.67', '$99.99']\n" - ] - } - ], - "source": [ - "print(book_prices)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{admonition} Try it out!\n", - ":class: try-it-out\n", - "\n", - "We have a list of strings that represent courses, where each string (as in the example above) consists of a department code, a course number, and a section number:\n", - "\n", - "```\n", - "courses = ['CHEM 1001 10', 'CHEM 1001 11' ...]\n", - "```\n", - "\n", - "Using a `for` loop, transform this list into three separate lists: one to hold the department codes, one to hold the course numbers, and one to hold the section numbers.\n", - "\n", - "The cells below will get you started. For more help, check out this [Parsons Problem](https://gwu-libraries.github.io/python-camp/parsons-problems/html/homework-1-2.html).\n", - "\n", - "````" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [], - "source": [ - "courses = ['CHEM 1001 10', 'CHEM 1001 11', 'BISC 1111 10', 'BISC 2207 10', 'PSC 1001 10',\n", - " 'PSC 1001 11', 'PSC 1001 12', 'ANTH 3808 10', 'AMST 2071 80']" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [], - "source": [ - "depts = []\n", - "course_nums = []\n", - "sections = []" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "solution2": "hidden", - "solution2_first": true - }, - "source": [ - "Now check your answer by expanding the hidden solution cell below." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "solution2": "hidden", - "tags": [ - "hide-cell" - ] - }, - "outputs": [], - "source": [ - "for course in courses:\n", - " course_info = course.split()\n", - " depts.append(course_info[0])\n", - " course_nums.append(course_info[1])\n", - " sections.append(course_info[2])\n", - "print(depts)\n", - "print(course_nums)\n", - "print(sections)" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wrapping up\n", "\n", - "Congratulations! This homework covered _a lot_ of material. (Subsequent homework notebooks will not be as extensive.) \n", + "Congratulations! This homework covered _a lot_ of material. \n", "\n", "1. We learned about various Python **types**, which allow us to represent (computationally) raw data in various ways.\n", "\n", - "2. We saw that different types have different uses -- or we might say, different behaviors: we can do addition and multiplication with integers and floats, we can **split** and **slice** strings, we can **append** items to lists.\n", - "\n", - "3. With **integers**, **floats**, **strings**, and **lists**, we can capture complex data using the tools of the Python language. In the team exercise _From Data to Code_, we saw how a dataset in the {term}`JSON` format translates into these Python types (along with one additional type, the **dictionary**, which you will meet in tomorrow's activity.)\n", + "2. We saw that different types have different uses -- or we might say, different behaviors: we can do addition and multiplication with integers and floats, we can **split** and **slice** strings, and we can also slice lists.\n", "\n", - "4. And with **for loops**, we can _automate_ actions that would otherwise be tedious, like calculating the sales tax of a (long) list of prices. And that's one of the main reasons for learning to program: as the title of one popular book on Python puts it, [\"to automate the boring stuff\"](https://wrlc-gwu.primo.exlibrisgroup.com/discovery/fulldisplay?docid=alma99185917215304107&context=L&vid=01WRLC_GWA:live&lang=en&search_scope=WRLC_P_MyInst_All&adaptor=Local%20Search%20Engine&tab=WRLC&query=any,contains,automate%20the%20boring%20stuff). " + "3. With **integers**, **floats**, **strings**, and **lists**, we can capture complex data using the tools of the Python language. In the team exercise _From Data to Code_, we saw how a dataset in the {term}`JSON` format translates into these Python types (along with one additional type, the **dictionary**, which you will meet in tomorrow's activity.)" ] } ], diff --git a/textbook/notebooks/homework/HW_2_GR.ipynb b/textbook/notebooks/homework/HW_2_GR.ipynb deleted file mode 100644 index b8a5a1d..0000000 --- a/textbook/notebooks/homework/HW_2_GR.ipynb +++ /dev/null @@ -1,162 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Graded Homework: Day 2\n", - "\n", - "This notebook should be completed *after* the exercises in the [Programming Techniques](./HW_2_programming_techniques.ipynb) notebook." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Instructions\n", - "\n", - "Below you will find one or more exercises. For each exercise, do the following:\n", - "\n", - "1. Run the first code cell under the exercise heading. This will execute some code needed to set up the problem.\n", - "2. Reading the instructions and write code in the empty code cell (labeled with the comment `Your code here`). Run this code.\n", - "3. Assuming your code does not produce any errors, run the code in the cell below the `Tests` heading. Each line of this code consists of a Python {term}`assert statement`. \n", - " - If you see an `AssertionError`, don't panic! The error is written so as to help you pinpoint the part of your code that's not working as expected. After making a change in your code, re-run **both** the cell with your code and the cell with the tests. Repeat until you see no errors.\n", - " - If you run the cell with the test code and you see no output, congratulations! That means that your code has passed all the tests and works as expected. Go to step 4 to submit.\n", - "4. Submit your code by downloading this notebook from JupyterHub and uploading it to the GitHub repository for this assignment. See [the documentation](https://gwu-libraries.github.io/python-camp/homework.html) for detailed instructions." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 1\n", - "\n", - "The following code defines a list of strings that represent courses. Each string consists of a department code, a course number, and a section number." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "tags": [ - "setup:ex1" - ] - }, - "outputs": [], - "source": [ - "courses = ['CHEM 1001 10',\n", - " 'CHEM 1002, 10',\n", - " 'CHEM 1002 11',\n", - " 'BISC 1100 10',\n", - " 'BISC 1102 10',\n", - " 'PSC 2001 10',\n", - " 'PSC 2001 11',\n", - " 'PSC 2001 12',\n", - " 'WSTU 6999 10',\n", - " 'WSTU 6999 11']" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In the cell below, write some code that will transform the data in the `courses` list into a list of dictionaries. Each dictionary should be structured as follows:\n", - "```\n", - "{'dept': 'CHEM',\n", - " 'course': '1001',\n", - " 'section': '10'} \n", - "```\n", - "In other words, each dictionary should have the same three keys: `dept`, `course`, and `section`. And there should be one dictionary for each of the courses in the `courses` list.\n", - "\n", - "Call this new list `courses_db` (for \"courses database\"). \n", - "\n", - "If you get stuck, try solving this [Parsons Problem](https://gwu-libraries.github.io/python-camp/parsons-problems/html/homework-2-GR.html), which will help you focus on the logic without worrying too much about the syntax." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "tags": [ - "solution:ex1" - ] - }, - "outputs": [], - "source": [ - "#Your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{hint}\n", - "\n", - "Make sure you create each course dictionary **inside** the `for` loop, like so:\n", - "```\n", - "for course in courses:\n", - " course_dict = {}\n", - " ...\n", - "```\n", - "\n", - "````" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Tests\n", - "\n", - "The cell below defines various tests that will be run to check your code. \n", - "\n", - "Once you have completed your answer, run the cell above. If you don't get any errors, you can check to see if your code produces the correct output by running the code cell below. \n", - "\n", - "If you run the cell below and you see no output, then contratulations, your code has passed the tests!\n", - "\n", - "If, on the other hand, you see an `AssertionError`, it means that one of the tests has failed. Look at the error message for a hint as to where the problem lies. " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "tags": [ - "test-case:ex1" - ] - }, - "outputs": [], - "source": [ - "assert 'courses_db' in globals(), 'courses_db is not defined'\n", - "assert isinstance(courses_db, list), 'courses_db is not a list.'\n", - "assert isinstance(courses_db[0], dict), 'courses_db does not contain a dict as its first element.'\n", - "assert len(courses_db) == len(courses), 'courses_db is the wrong length.'\n", - "assert set(courses_db[0].keys()) == {'dept', 'course', 'section'}, 'The first element of courses_db does not have the right keys.'\n", - "assert set(courses_db[0].values()) == {'CHEM', '1001', '10'}, 'The first element of courses_db does not have the right values.'\n", - "assert set(courses_db[-1].values()) == {'WSTU', '6999', '11'}, 'The last element of courses_db does not have the right values.'" - ] - } - ], - "metadata": { - "celltoolbar": "Tags", - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.4" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/textbook/notebooks/homework/HW_2_programming_techniques.ipynb b/textbook/notebooks/homework/HW_2_programming_techniques.ipynb index a249caa..276b8a5 100644 --- a/textbook/notebooks/homework/HW_2_programming_techniques.ipynb +++ b/textbook/notebooks/homework/HW_2_programming_techniques.ipynb @@ -13,7 +13,7 @@ "source": [ "## Objectives\n", "\n", - "- To practice documenting code for clarity and reuse\n", + "- To use control structures to clean and transform data in an automated way\n", "- To write basic functions to reduce redundancy\n", "- To interpret Python exceptions (error messages) in order to fix bugs" ] @@ -24,11 +24,7 @@ "source": [ "## Introduction\n", "\n", - "By now, you have written Python code to solve various problems. Some problems could be solved in one or two lines; others (like finding the most expensive textbook in our dataset) required several lines of code. \n", - "\n", - "Given all that you have learned so far, you could go on to solve many, many more problems using Python. In other words, we've covered the bare essentials; it's one of the main advantages of Python (as a programming language) that these essentials can be covered in just a couple of days.\n", - "\n", - "But the Python language offers many other tools and techniques to make code more robust, reusable, and efficient. One way to think about these tools and techniques is that they help us write _programs_ as opposed to writing code, a **program** being some code that is designed for use by different users in different contexts. Even if you are the only user of your code, applying these programming techniques can make your work more productive and your code more effective.\n", + "The Python language offers many other tools and techniques to make code more robust, reusable, and efficient. One way to think about these tools and techniques is that they help us write _programs_ as opposed to writing code, a program being some code that is designed for use by different users in different contexts. Even if you are the only user of your code, applying these programming techniques can make your work more productive and your code more effective.\n", "\n", "This notebook is intended for you to work through independently, in order to review and clarify the concepts introduced on Python Camp Day 2, and to lay the groundwork for the activities on Python Camp Day 3. However, feel free to collaborate with others in working through it. It is also intended to serve as a resource you can return to review as necessary." ] @@ -53,9 +49,6 @@ "\n", "\n", "5. Optional annotations (labeled `For the curious...`) provide additional explanation and/or context for those who want them. Feel free to skip these sections if you like. As a beginner, it's important to maintain a balanced cognitive load: taking in too much information all at once can impede your progress toward understanding. This balance looks different for everyone, but we have tried to keep the main content focused on a few key concepts, tools, and techniques, while providing that additional context for those who might benefit from it.\n", - "\n", - "6. Follow the instructions at the end to complete and submit a short, autograded assignment to test your knowledge. (You may submit the assignment as many times as you like.)\n", - "\n", "````" ] }, @@ -63,39 +56,83 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## I. Writing & Reading Documentation\n", - "\n", - "One of the most important techniques doesn't involve writing code at all! But while good documentation won't technically make your code work better, it can make _you_ work better. Good documentation makes clear -- to you or anyone else who might want to use your code -- how code is intended to be used. \n", + "## I. Loops & lists" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### I.1 Doing things with strings & lists\n", "\n", - "Conversely, not having documentation in your code is a recipe for frustration. Writing code is always a matter of choosing one path over many other possible paths, and your future self is not likely to remember why you chose a particular path in every case (nor even necessarily what you were trying to accomplish). \n", + "The real power of lists enters when we can use them to automate repetitive tasks.\n", "\n", - "In the exercise below, you'll practice documenting some code that has already been written. The code uses a logical pattern that we've seen before but in a novel way.\n", + "In \"Modeling Code\" and \"Describing the Team\" we used what's called a {term}`for loop` to adjust items in a list. Here we'll work up to the same sort of task, step by step, but we'll add a couple of enhancements. \n", "\n", - "For this exercise, we're using the bookstore dataset, so the first step is to load it from disk." + "For this example, we'll start with a {term}`list` of strings representing book prices." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "book_prices = ['$55.99', '$119.95', '$13.95', '$250.67', '$99.99']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, let's just print each price from the list on its own line." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "from urllib.request import urlretrieve\n", - "import json\n", - "urlretrieve('https://go.gwu.edu/pythoncampdata', 'bookstore-data.json')\n", - "with open('bookstore-data.json') as f:\n", - " bkst_data = json.load(f)" + "for price in book_prices:\n", + " print(price)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### I.1 Commenting on Code\n", + "````{admonition} Notes\n", + ":class: notes\n", + "\n", + "1. Our loop begins with the Python {term}`keyword` `for`. This is not a function -- like `len()` or `print()` -- but part of the Python syntax itself (like the quotation marks around strings or the square brackets around lists). \n", "\n", - "The code below loops through the bookstore data and counts the total number of textbooks where the type of the text is digital (as opposed to print). \n", "\n", - "Above each line of code is a blank line beginning with the hash symbol (`#`). This is a Python {term}`comment`. The Python interpreter ignores comments when executing code, so they are present purely for the programmer's benefit." + "2. `for` always goes with `in`; they make a pair. \n", + "\n", + "\n", + "3. The variable `price`, immediately following `for`, is being created here. (It was not previously defined in our code.) Its role is to hold -- in sequence -- each item in the {term}`collection` following `in`.\n", + "\n", + "\n", + "4. `book_prices` _was_ defined before the loop. The variable following `in` should always be some sort of collection type -- a string, a list, a dictionary, etc. -- or else a {term}`function` that returns a collection. We cannot write `for x in 10`, for instance, because the integer `10` is not a collection; it holds no items within itself. (For the same reason, we can't take a slice of `10`.)\n", + "\n", + "\n", + "5. The first line of the `for` loop ends in a {term}`colon`, and the line or lines underneath it are **indented** (separated from the left margin by the same number of tabs or spaces). We call these indented lines in Python a {term}`block`.\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Animation\n", + ":class: animation\n", + "\n", + "To help you visualize what's happening inside `for` loop, here's an [animation](https://gwu-libraries.github.io/python-camp/img/gifs-lg/looping-over-a-list.gif) of looping over a list of float values. \n", + "\n", + "As this animation demonstrates, the loop variable, `price`, holds the last value in the list once the loop has finished. \n", + "````" ] }, { @@ -105,36 +142,81 @@ "````{admonition} Try it out!\n", ":class: try-it-out\n", "\n", - "For each comment, write (in your own words) an explanation of what the line of code below the comment is doing. Your comment text can be anything that makes sense to you. Just make sure that your text follows the hash symbol. (If you want to make a comment that spans multiple lines, just create an extra line below the first and begin that new line with the hash symbol.)\n", + "\n", + "All of the prices follow the same format, beginning with the dollar sign. To calculate the sales tax, we need to multiply each price by a fixed percentage -- let's say 110%, or 1.1, to reflect a sales tax of 10% on the dollar.\n", + "\n", + "But as we saw above, we can't perform math with strings, and `book_prices` is a list of strings. To convert our strings to numbers, we first need to remove the dollar sign from each price. \n", + "\n", + "Modify the `for` loop above so that it prints each price _without_ the dollar sign. For a hint, consult [the example](https://gwu-libraries.github.io/python-camp/notebooks/homework/HW_1_from_code_to_data.html#i-5-how-to-do-things-with-strings-slicing) from yesterday's homework where we created the variable `course_section`.\n", + "\n", + "````\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "solution2": "hidden", + "solution2_first": true + }, + "source": [ + "Now check your answer by expanding the hidden solution cell below." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "solution2": "hidden", + "tags": [ + "hide-cell" + ] + }, + "outputs": [], + "source": [ + "for price in book_prices:\n", + " print(price[1:])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Try it out!\n", + ":class: try-it-out\n", + "\n", + "Now that we have extracted the numeric part of the string (the part after the dollar sign), we can convert this string to a float in order to do math with it. \n", + "\n", + "Modify the for loop again to do the following:\n", + "\n", + "1. Assign the slice of the price (without the dollar sign) to a new variable called `price_num`.\n", + "\n", + "2. Use the `float()` function to convert `price_num` to a float, and multiply the result by `1.1`. \n", + "\n", + " For instance, to convert the string `\"1.5\"` (notice the quotations marks!) to its float representation, we would write `float(\"1.5\")`.\n", + "\n", + "3. Assign the result of this calculation to `price_num` and print it.\n", + "\n", + "If the foregoing feels intimidating, try this [Parsons Problem](https://gwu-libraries.github.io/python-camp/parsons-problems/html/homework-1-1.html) first. It allows you to focus on the logical order of the actions to be performed, rather than on the syntax of the commands.\n", + "\n", "````" ] }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Number of digital textbooks: 94\n" - ] - } - ], - "source": [ - "#\n", - "digital_count = 0\n", - "#\n", - "for course in bkst_data:\n", - " #\n", - " for text in course['texts']:\n", - " #\n", - " if text['item_type'] == 'digital':\n", - " #\n", - " digital_count += 1\n", - "#\n", - "print('Number of digital textbooks:', digital_count)" + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here" ] }, { @@ -144,7 +226,7 @@ "solution2_first": true }, "source": [ - "Expand the cell below to see one possible way of documenting this code." + "Now check your answer by expanding the hidden solution cell below." ] }, { @@ -158,66 +240,72 @@ }, "outputs": [], "source": [ - "# Initialize the counter \n", - "digital_count = 0\n", - "# Loop over each course in the bkst_data list\n", - "for course in bkst_data:\n", - " # Loop over each text in the course dictionary\n", - " for text in course['texts']:\n", - " # Check the value of the item_type key: is it a digital book?\n", - " if text['item_type'] == 'digital':\n", - " # If so, increment the counter\n", - " digital_count += 1\n", - "# Print the total number of digital texts\n", - "print('Number of digital textbooks:', digital_count)" + "for price in book_prices:\n", + " price_num = price[1:]\n", + " price_num = float(price_num) * 1.1\n", + " print(price_num)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### I.2 Using the Python documentation\n", + "### II.2 From one list to another\n", "\n", - "Lucky for us, documentation consists of much more than lines of comments on code. Both the Python **standard library** (the set of functions, data types, methods, and other tools that are available with the basic installation of Python) and a wide array of third-party Python libraries come with extensive documentation. \n", + "If you didn't get the intended answer, don't worry! You'll get the hang of it. The most important thing for now is to understand that we used a for loop because we wanted to repeat a certain set of actions for all the items in a list. \n", "\n", - "Learning how to read and navigate this documentation is a skill in itself. \n", + "For now, let's add one enhancement to our loop: instead of just printing the new price (with the added sales tax), we'll store it in a separate list. \n", "\n", - "The official Python documentation -- for the core language and the standard library -- resides at https://docs.python.org/3/. This site will often appear in Google results when searching for documentation on specific functions, methods, etc." + "To do this, we need to use a {term}`method` of Python lists called `append()`. This method adds a new item to the end of a list.\n", + "\n", + "Much like the `split()` method we used on strings, the `append()` method can be called from any Python list by writing the name of the list plus `.append(item)`, where `item` is the value we want to add to the list. \n", + "\n", + "See the code below and the explanation that follows." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "prices_with_tax = []\n", + "for price in book_prices:\n", + " price_num = price[1:]\n", + " price_num = float(price_num) * 1.1\n", + " prices_with_tax.append(price_num)\n", + "print(prices_with_tax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "````{admonition} Try it out!\n", - ":class: try-it-out\n", + "````{admonition} Notes\n", + ":class: notes\n", "\n", + "This loop achieves the same thing as the previous, with this difference: the adjusted prices are now stored in the `prices_with_tax` variable, which is another list. This is a fairly common Python pattern; when using this pattern, here are a few rules of thumb to keep in mind:\n", + "\n", + "\n", + "1. We need to create the new list _outside_ of the loop. The line `prices_with_tax = []` creates a new variable that consists of an **empty list**. \n", + "\n", + "\n", + "2. As before, we use the {term}`loop variable` `price` to work with each item in the `book_prices` list.\n", "\n", - "In the previous homework, we used the `str.split()` {term}`method` to separate a single {term}`string` on its {term}`white space` into a {term}`list` of substrings.\n", - "The code\n", - "```\n", - "'CHEM 1001 10'.split()\n", - "```\n", - "yields the output\n", - "```\n", - "['CHEM', '1001', '10']\n", - "```\n", - "(The method is referred to as `str.split()` in the docs because it can be used on any value of the string {term}`type`.)\n", "\n", - "Here is the [documentation](https://docs.python.org/3/library/stdtypes.html#str.split) for `str.split()`. \n", + "3. The variable `price_num` is temporary, in the sense that, like the `price` loop variable, it will change (be reassigned to a new value) with every iteration of the loop.\n", "\n", - "Reading that documentation, can you tell how to use the `str.split()` method to separate a string on _something other_ than white space? \n", "\n", - "For example, our bookstore dataset indicates whether a text is for sale or rental, new or used, by the following strings:\n", + "3. The line `prices_with_tax.append(price_num)` stores the value in `price_num` to our list. **Without this step, we could not \"save\" the results of our calculations.** It's like performing a series of steps on a calculator: if you don't write down your answer before moving onto the next problem, you will lose all your hard work!\n", "\n", - " - `BUY_NEW`\n", - " - `BUY_USED`\n", - " - `RENTAL_NEW`\n", - " - `RENTAL_USED`\n", "\n", - "Write some code that will split such a string on the underscore character (`_`), so that we can separate each of these strings into two data points. \n", + "4. Steps 2, 3, and 4 are all indented underneath the line that kicks off the for loop. Visually, this tells you that all of these steps happen on each iteration of the loop (once for every item in the `book_prices` lists.\n", "\n", - "Expand the hidden cell below to see an explanation and a solution.\n", + "\n", + "5. The line `print(prices_with_tax)` is **not** indented, meaning that it will be executed **after** the for loop completes. That's because we only want to print our new list when it's finished, not every time we add a new item to it. \n", + "\n", + "\n", + "6. Note that our `book_prices` list still holds the original strings: our code made a new, second list. \n", "\n", "````" ] @@ -225,66 +313,134 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "solution2": "shown", - "solution2_first": true - }, + "metadata": {}, "outputs": [], "source": [ - "# Your code here" + "print(book_prices)" ] }, { "cell_type": "markdown", - "metadata": { - "solution2": "shown" - }, + "metadata": {}, "source": [ - "````{hint}\n", - ":class: dropdown\n", - "The crucial line of the Python documentation for methods is the first, called the **method signature**. For `str.split()` the method signature looks like this:\n", - "```\n", - "str.split(sep=None, maxsplit=-1)\n", - "```\n", - "- As mentioned above, the `str` here refers to any Python value of type string (`str`). In other words, you can call the `split` method on anything between single or double quotes, or on any variable that has been assigned to a value surrounded by single or double quotes.\n", - "\n", - "- The part between {term}`parentheses` defines the method's **arguments**. \n", - "\n", - "- Each argument is given a **default value**, meaning that (in this case), these arguments are optional.\n", - " - The `sep` argument defaults to `None`. \n", - " - The `maxsplit` argument defaults to `-1`.\n", - "\n", - "If the user of the method does not supply a given argument, the default value will be used. Reading the documentation below, we see that \n", - "\n", - "> If sep is not specified or is None, a different splitting algorithm is applied: runs of consecutive whitespace are regarded as a single separator, and the result will contain no empty strings at the start or end if the string has leading or trailing whitespace.\n", - "\n", - "That's a little dense, but basically, it describes the behavior we've seen when using `str.split()` (with nothing between the parentheses): the string is split on the white space.\n", + "````{admonition} Try it out!\n", + ":class: try-it-out\n", "\n", - "To split on something else, we need to provide a value for the `sep` argument. We can do that in one of two ways:\n", + "We have a list of strings that represent courses, where each string (as in the example above) consists of a department code, a course number, and a section number:\n", "\n", "```\n", - "'RENTAL_NEW'.split(sep='_')\n", + "courses = ['CHEM 1001 10', 'CHEM 1001 11' ...]\n", "```\n", - "or \n", - "```\n", - "'RENTAL_NEW'.split('_')\n", - "```\n", - "Either of those will yield the result we want: `['RENTAL', 'NEW']`. Note that the underscore character is _enclosed in quotation marks_ when passing it as an argument to `str.split()`. \n", + "\n", + "Using a for loop, transform this list into three separate lists: \n", + " - one to hold the department codes, \n", + " - one to hold the course numbers, \n", + " - and one to hold the section numbers.\n", + "\n", + "The cells below will get you started. For more help, check out this [Parsons Problem](https://gwu-libraries.github.io/python-camp/parsons-problems/html/homework-1-2.html).\n", "\n", "````" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "courses = ['CHEM 1001 10', 'CHEM 1001 11', 'BISC 1111 10', 'BISC 2207 10', 'PSC 1001 10',\n", + " 'PSC 1001 11', 'PSC 1001 12', 'ANTH 3808 10', 'AMST 2071 80']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "depts = []\n", + "course_nums = []\n", + "sections = []" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "solution2": "hidden", + "solution2_first": true + }, + "source": [ + "Now check your answer by expanding the hidden solution cell below." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "solution2": "hidden", + "tags": [ + "hide-cell" + ] + }, + "outputs": [], + "source": [ + "for course in courses:\n", + " course_info = course.split()\n", + " depts.append(course_info[0])\n", + " course_nums.append(course_info[1])\n", + " sections.append(course_info[2])\n", + "print(depts)\n", + "print(course_nums)\n", + "print(sections)" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II. Writing Functions\n", "\n", - "**Functions** and **methods** may feel pretty inscrutable. Unlike lists and dictionaries, we can't \"look inside\" them to see what they consist of, the way we examined `bkst_data` to determine its structure. (We _can_ read the source code for functions and methods, but unless you know what you're looking for, that's not always helpful.) That's one reason documentation is so important; reading the documentation is usually the best way to understand what a function or method does.\n", + "We've met a number of functions and methods so far on our journey through the Python language. See how many you can name before expanding the cell below." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{hint}\n", + ":class: dropdown\n", + "- `print()`: Displays one or more values on the screen.\n", + "- `type()`: Returns the data type of a value.\n", + "- `len()`: Returns the length (as an integer) of a list or string.\n", + "- `float()`: Converts a string or integer to a float.\n", + "- `open()`: Opens a file for reading or writing.\n", + "- `str.split()`: A string method, it returns a list of strings derived by separating a string on some character ({term}`white space` by default).\n", + "- `list.append()`: A list method, adds an element to the end of a list.\n", + "- `json.load()`, `json.dump()`: Methods defined in the `json` Python module, which format Python data types for storage in the {term}`JSON` format.\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Functions and methods may feel pretty inscrutable. Unlike lists and dictionaries, we can't \"look inside\" them to see what they consist of, the way we examined `bkst_data` to determine its structure. (We _can_ read the {term}`source code` for functions and methods, but unless you know what you're looking for, that's not always helpful.) \n", "\n", "But in what follows, we'll demystify functions a bit by writing our own. \n", "\n", - "Practically, a function is just a way of _encapsulating_ code. It's like a shortcut on your computer: in many apps, you can type `Ctrl+S` (or `Cmd+S`) in order to save the current document, page, etc. Those keystrokes are shorthand for the series of operations involved in doing a save. " + "A function (or a method) is just a way of _encapsulating_ code. It's like a shortcut on your computer (e.g., like hitting `Ctrl+S` or `Cmd+S` in order to save the current document, etc.). Functions make it easier to do the same thing multiple times without having to repeat yourself. \n", + "\n", + "They can also help make your code more legible and easier to reason about." ] }, { @@ -298,7 +454,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -313,7 +469,7 @@ "````{admonition} Notes\n", ":class: notes\n", "\n", - "When you run the above cell, you shouldn't see any output. That's because **defining a function** and using the function are two separate operations. \n", + "When you run the above cell, you shouldn't see any output. That's because **defining** a function and using the function are two separate operations. \n", "\n", "Let's unpack our function definition, piece by piece:\n", " - The `def` {term}`keyword` tells Python that we're defining a function.\n", @@ -325,30 +481,22 @@ " - As with variables, our function names should be unique. We _don't_ want to give a function the same name as an existing Python function. For instance, calling this function `print` would overwrite the built-in Python `print()` function, which would mean that we could no longer use the latter.\n", " \n", " \n", - " - Immediately after the function name, we need **parentheses**. Here the parentheses are empty because this function takes no **arguments**. We'll look at arguments later.\n", + " - Immediately after the function name, we need {term}`parentheses`. Here the parentheses are empty because this function takes no {term}`arguments`. We'll look at arguments later.\n", " \n", " \n", - " - Then there's a **colon**, followed by an indented {term}`block` (as in the `for` and `if` statements you wrote today). \n", + " - Then there's a {term}`colon` (`:`), followed by an indented {term}`block` (as in the for loops you wrote today). \n", " \n", " \n", - " - The code in the indented block is the **body** of the function. The function body is what will be executed when we **call** the function\n", + " - The code in the indented block is the body of the function. The function body is what will be executed when we {term}`call` the function\n", " \n", "````" ] }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Hello from my function!\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "print_message()" ] @@ -357,7 +505,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In the cell above, we **call**ed the `print_message()` function. Calling a function, like defining a function, requires the parentheses, even when there are no arguments. The presence of the parentheses lets Python know that it should execute the code within the body of the function." + "In the cell above, we called the `print_message()` function. Calling a function, like defining a function, requires the parentheses, even when there are no arguments. The presence of the parentheses lets Python know that it should execute the code within the body of the function." ] }, { @@ -374,21 +522,21 @@ "\n", "| function name | input | output |\n", "| :- | :- | :- |\n", - "|`str.split()` | a string, and optionally, a separator | a list of strings |\n", - "| `open()` | the name of a file | a file handle (for working with the file's contents) |\n", + "|`len` | a string or a list | an integer |\n", + "| `open()` | the name of a file as a string | a file handle (for working with the file's contents) |\n", "| `float()`| a string | a float |\n", "| `print()`| one or more values of any Python type | those values, displayed on the screen |\n", "\n", - "The **arguments** in the function definition are variables that hold the input. These variables are used within the body of the function (in the block of code that comes after the `def` line). \n", + "The {term}`arguments` in the function definition are variables that hold the input. These variables are used within the body of the function (in the block of code that comes after the `def` line). \n", "\n", - "In order to produce output, a function will usually **return** a value, using the `return` keyword. `return` will usually start the last line of the function. \n", + "In order to produce output, a function will usually {term}`return` a value, using the `return` keyword. `return` will usually start the last line of the function. \n", "\n", "For instance, the function below calculates sales tax on a given price." ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -408,29 +556,15 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Price is 9.99\n", - "Price with tax is 10.989\n", - "Price is 11.99\n", - "Price with tax is 13.189000000000002\n", - "Price is 55.95\n", - "Price with tax is 61.54500000000001\n", - "Price is 100.19\n", - "Price with tax is 110.209\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "prices = [9.99, 11.99, 55.95, 100.19]\n", "for p in prices:\n", " print('Price is', p)\n", - " print('Price with tax is', add_sales_tax(p))" + " price_with_tax = add_sales_tax(p)\n", + " print('Price with tax is', price_with_tax)" ] }, { @@ -440,20 +574,13 @@ "````{admonition} Notes\n", ":class: notes\n", "\n", - "- In the code above, we called `add_sales_tax` inside a `for` loop, passing it the {term}`loop variable` `p` in parentheses.\n", + "- In the code above, we called `add_sales_tax` inside a for loop, passing it the {term}`loop variable` `p` in parentheses.\n", "\n", "\n", "- During the execution of the function, the value of `p` is copied into to the `price` variable (which is internal to the function). \n", "\n", "\n", - "- We are calling `add_sales_tax()` _inside_ our call to the `print()` function.\n", - "```\n", - "print('Price with tax is', add_sales_tax(p))\n", - "```\n", - " Note the nested parentheses. Python will execute `add_sales_tax(p)` first, get the returned value, and then pass that as the second argument to `print()`. \n", - " \n", - " \n", - "- Note that we documented our function inside its definition, so that others would understand how to use it.\n", + "- We are calling `add_sales_tax()` _inside_ our loop, and assigning the result to the `price_with_tax` variable. Like the loop variable `p`, `price_with_tax` receives a new value on each iteration of the loop.\n", "\n", "````" ] @@ -493,7 +620,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "solution2": "hidden", "tags": [ @@ -519,22 +646,9 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "ename": "ValueError", - "evalue": "could not convert string to float: '10,000.00'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdollars_to_float\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'$10,000.00'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m\u001b[0m in \u001b[0;36mdollars_to_float\u001b[0;34m(dollar_amt)\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;31m# Converts a string prefixed with a dollar sign to a float\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mamt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdollar_amt\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mamt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mValueError\u001b[0m: could not convert string to float: '10,000.00'" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "dollars_to_float('$10,000.00')" ] @@ -549,7 +663,7 @@ "\n", "Learning to program (in virtually any language) involves learning how to deal with errors. There's no such thing as a piece of software without \"bugs,\" if only because for any given piece of software, someone can find a way to use it for which it was not intended.\n", "\n", - "In the example above, we didn't design the function specifically to work for strings with commas, and indeed, it doesn't. The `ValueError` -- technically, this kind of error is called an **exception** -- means simply that the Python interpreter encountered a kind of value it didn't expect and doesn't know what to do with. \n", + "In the example above, we didn't design the function specifically to work for strings with commas, and indeed, it doesn't. The `ValueError` -- technically, this kind of error is called an {term}`exception` -- means simply that the Python interpreter encountered a kind of value it didn't expect and doesn't know what to do with. \n", "\n", "Such errors/exceptions are valuable (no pun intended) to the programmer; they tell us where the bugs are (or might be) in our programs. Python even provides mechanisms for checking for errors proactively, so that our code doesn't grind to a halt whenever it encounters one.\n", "\n", @@ -586,13 +700,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Wrap up / Final exercise\n", + "## Wrap up \n", "\n", - "In this homework, you practiced writing documenting code with **comments**. You used the official Python documentation to learn more about the `str.split()` **method**. And you wrote your first Python **function**, `dollars_to_float`. You also encountered some Python error messages, which we'll learn more about tomorrow.\n", + "With **for loops**, we can _automate_ actions that would otherwise be tedious, like calculating the sales tax of a (long) list of prices. And that's one of the main reasons for learning to program: as the title of one popular book on Python puts it, [\"to automate the boring stuff\"](https://wrlc-gwu.primo.exlibrisgroup.com/discovery/fulldisplay?docid=alma99185917215304107&context=L&vid=01WRLC_GWA:live&lang=en&search_scope=WRLC_P_MyInst_All&adaptor=Local%20Search%20Engine&tab=WRLC&query=any,contains,automate%20the%20boring%20stuff). \n", "\n", - "You'll use your `dollars_to_float` function, as well as the skills covered in this homework, in the team exercises tomorrow.\n", + "You wrote your first Python **function**, `dollars_to_float`. You also encountered some Python error messages, which we'll learn more about on Day 3.\n", + "\n", + "You'll use your `dollars_to_float` function, as well as the skills covered in this homework, in the team exercises ahead.\n", + "\n", + "By now, you have written Python code to solve various problems. Some problems could be solved in one or two lines; others (like finding the most expensive textbook in our dataset) required several lines of code. \n", "\n", - "The final part of the homework or today is an [autograded exercise](./HW_2_GR.ipynb), designed to test your grasp of the concepts covered on Days 1 and 2. " + "Given all that you have learned so far, you could go on to solve many, many more problems using Python. In other words, we've covered the bare essentials; it's one of the main advantages of Python (as a programming language) that these essentials can be covered in just a couple of days." ] } ], diff --git a/textbook/notebooks/homework/HW_3_GR.ipynb b/textbook/notebooks/homework/HW_3_GR.ipynb deleted file mode 100644 index a4c1920..0000000 --- a/textbook/notebooks/homework/HW_3_GR.ipynb +++ /dev/null @@ -1,278 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Graded Homework: Day 3\n", - "\n", - "This homework should be completed after the [Error Stories](https://gwu-libraries.github.io/python-camp/notebooks/homework/HW_3_error_stories.html) notebook.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Instructions\n", - "\n", - "Below you will find one or more exercises. For each exercise, do the following:\n", - "\n", - "1. Run the first code cell under the exercise heading. This will execute some code needed to set up the problem.\n", - "2. Reading the instructions and write code in the code cell labeled with the comment `Your code here`. Run this code.\n", - "3. Assuming your code does not produce any errors, run the code in the cell below the `Tests` heading. Each line of this code consists of a Python {term}`assert statement`. \n", - " - If you see an `AssertionError`, don't panic! The error is written so as to help you pinpoint the part of your code that's not working as expected. After making a change in your code, re-run **both** the cell with your code and the cell with the tests. Repeat until you see no errors.\n", - " - If you run the cell with the test code and you see no output, congratulations! That means that your code has passed all the tests and works as expected. Go to step 4 to submit.\n", - "4. Submit your code by downloading this notebook from JupyterHub and uploading it to the GitHub repository for this assignment. See [the documentation](https://gwu-libraries.github.io/python-camp/homework.html) for detailed instructions." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 1\n", - "\n", - "The following sample contains metadata about some course texts." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [ - "setup:ex1" - ] - }, - "outputs": [], - "source": [ - "books = [{'title': 'Crack-Up Capitalism', 'isbn': '9781250753892', 'price': '$29.99'},\n", - " {'title': 'Crack-Up Capitalism', 'isbn': '9781250753892', 'price': '$22.50'},\n", - " {'title': 'Loaded', 'isbn': '9780872867239', 'price': '$16.95'},\n", - " {'title': 'Loaded', 'isbn': '9780872867239', 'price': '$12.71'},\n", - " {'title': 'Loaded', 'isbn': '9780872867239', 'price': '$12.75'},\n", - " {'title': \"Handmaid's Tale\", 'isbn': '9780385490818', 'price': '$17.00'},\n", - " {'title': \"Handmaid's Tale\", 'isbn': '9780385490818', 'price': '$12.75'},\n", - " {'title': \"Handmaid's Tale\", 'isbn': '9780385490818', 'price': '$7.48'},\n", - " {'title': \"Handmaid's Tale\", 'isbn': '9780385490818', 'price': '$12.75'},\n", - " {'title': \"Billy Lynn's Long Halftime Walk\", 'isbn': '9780060885618', 'price': '$16.99'}]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The following function, `create_isbn_dict`, converts a list like the above to a dictionary, according to the following requirements:\n", - "\n", - "- The dictionary should associate each ISBN with the price of the text.\n", - "- When duplicate ISBNs exist, the function should assign the lowest price to the ISBN.\n", - "- The function should return the dictionary of ISBNs & prices.\n", - "\n", - "The function is currently failing a couple of tests. Can you fix the code so that it passes the tests?" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [ - "solution:ex1" - ] - }, - "outputs": [], - "source": [ - "# Your code here\n", - "def create_isbn_dict(book_list):\n", - " isbn_dict = {}\n", - " for book in book_list:\n", - " isbn = book['isbn']\n", - " price = book['price']\n", - " if (isbn not in isbn_dict) or (isbn_dict[isbn] > price):\n", - " isbn_dict[isbn] = price" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Run the following cell to see which tests the `create_isbn_dict` function is failing. Your work is complete when all tests pass (do not produce any errors)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [ - "test-case:ex1" - ] - }, - "outputs": [], - "source": [ - "# Tests\n", - "test_phrase = 'Testing: create_isbn_dict'\n", - "print(test_phrase, 'is a function')\n", - "assert callable(create_isbn_dict), 'create_isbn_dict is not a function'\n", - "print(test_phrase, 'returns a dictionary')\n", - "assert isinstance(create_isbn_dict(books), dict), 'create_isbn_dict should return a dictionary.'\n", - "print(test_phrase, 'contains specific key') \n", - "assert '9781250753892' in create_isbn_dict(books), '9781250753892 missing from returned dictionary.'\n", - "print(test_phrase, 'uses floats for values')\n", - "assert isinstance(create_isbn_dict(books)['9780385490818'], float), 'Dictionary values should be floats.'\n", - "print(test_phrase, 'assigns lowest value for each key')\n", - "assert create_isbn_dict(books)['9780385490818'] == 7.48, 'ISBN 9780385490818 should correspond to 7.48.'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 2\n", - "\n", - "The following code creates another sample, similar to the `books` variable above." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [ - "setup:ex2" - ] - }, - "outputs": [], - "source": [ - "more_books = [{'title': 'Critical Social Theories & Education',\n", - " 'isbn': '9781594518577',\n", - " 'price': '$127.50'},\n", - " {'title': 'Critical Approaches to the Study of Higher Education',\n", - " 'isbn': '9781421416663',\n", - " 'price': '$34.75'},\n", - " {'title': 'Rethinking College Student Development Theory Using Critical Frameworks',\n", - " 'isbn': '9781620367667',\n", - " 'price': '$36.95'},\n", - " {'title': 'Critical Theory and Qualitative Data Analysis in Education',\n", - " 'isbn': '9781351657846',\n", - " 'price': '$56.95'},\n", - " {'title': 'Rethinking College Student Development Theory Using Critical Frameworks',\n", - " 'price': '$39.95'}]" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "However, if you run `create_isbn_dict` on `more_books` -- assuming you have fixed it to satisfy the tests in exercise 1 -- you will see a `KeyError`. Try it below." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [] - }, - "outputs": [], - "source": [ - "create_isbn_dict(more_books)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Your task now: modify `create_isbn_dict` so that it works on `more_books` as well as `books`. Enter your new version of the function in the cell below. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{hint}\n", - "For books without an ISBN, the function should simply skip them. \n", - "````" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "editable": true, - "slideshow": { - "slide_type": "" - }, - "tags": [ - "solution:ex2" - ] - }, - "outputs": [], - "source": [ - "# Your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "You can run the following test cell to confirm that your new code works with both kinds of data." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "tags": [ - "test-case:ex2" - ] - }, - "outputs": [], - "source": [ - "test_phrase = 'Testing: create_isbn_dict'\n", - "print(test_phrase, 'handles missing data')\n", - "assert create_isbn_dict([{'title': 'Test', \n", - " 'price': '39.99'},\n", - " {'title': 'Test2', \n", - " 'isbn': '9782441757935', \n", - " 'price': '$19.99'}]) == {'9782441757935': 19.99}, 'Should return dictionary with one element.'" - ] - } - ], - "metadata": { - "celltoolbar": "Tags", - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.4" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/textbook/notebooks/homework/HW_3_error_stories.ipynb b/textbook/notebooks/homework/HW_3_error_stories.ipynb index 3a1858c..9b1f368 100644 --- a/textbook/notebooks/homework/HW_3_error_stories.ipynb +++ b/textbook/notebooks/homework/HW_3_error_stories.ipynb @@ -13,6 +13,7 @@ "source": [ "## Objectives\n", "\n", + "- To practice documenting code for clarity and reuse\n", "- To troubleshoot Python errors/exceptions\n", "- To use conditional logic to prevent errors\n", "- To write code to test Python code" @@ -24,13 +25,15 @@ "source": [ "## Introduction\n", "\n", - "To err is human. And since writing code is a human activity, it's no less error-prone than anything else. Just as human stories tend to dramatize the protagonists' mishaps, misteps, and mistakes en route to their triumphs and successes, the stories we tell in code necessarily traffic in errors. \n", + "To err is human. And since programming is a human activity, it's no less error-prone than anything else. Just as human stories tend to dramatize the protagonists' mishaps, misteps, and mistakes en route to their triumphs and successes, the stories we tell in code necessarily traffic in errors. \n", "\n", "Of course, we want our code to work, which usually means \"to work without obvious errors or bugs.\" But the important word there is _obvious_. A lot of work goes into making code appear free from errors. \n", "\n", - "Part of that work involves writing code in such a way that it can respond to errors, and/or respond to situations that might cause errors and avert them.\n", + "An important part of that work doesn't actually involve writing code. It involves writing {term}`documentation` to communicate to others -- including our future selves -- the intentions behind a given piece of code: how it's supposed to work and why.\n", "\n", - "Another part of that work involves testing code to confirm that it works as intended in a variety of scenarios.\n", + "Another part involves writing code in such a way that it can respond to errors, and/or respond to situations that might cause errors and avert them.\n", + "\n", + "A third part involves testing code to confirm that it works as intended in a variety of scenarios.\n", "\n", "We'll look at each of these strategies below." ] @@ -58,9 +61,6 @@ "\n", "5. Optional annotations (labeled `For the curious...`) provide additional explanation and/or context for those who want them. Feel free to skip these sections if you like. As a beginner, it's important to maintain a balanced cognitive load: taking in too much information all at once can impede your progress toward understanding. This balance looks different for everyone, but we have tried to keep the main content focused on a few key concepts, tools, and techniques, while providing that additional context for those who might benefit from it.\n", "\n", - "\n", - "6. Follow the instructions at the end to complete and submit a short, autograded assignment to test your knowledge. (You may submit the assignment as many times as you like.)\n", - "\n", "````" ] }, @@ -68,18 +68,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## I. Debugging\n", + "## I. Writing & Reading Documentation\n", "\n", - "**Debugging** is the process of troubleshooting errors in code.\n", + "While good documentation won't technically make your code work better, it can make _you_ work better. Good documentation makes clear -- to you or anyone else who might want to use your code -- how code is intended to be used. \n", "\n", - "Apart from syntax errors, the frequency of which will decrease as you become more comfortable with Python's syntactic rules, most errors in Python arise from a mismatch between the logic of the code, and the structure of the data or environment on which the code is being run.\n", + "Conversely, not having documentation in your code is a recipe for frustration. Writing code is always a matter of choosing one path over many other possible paths, and your future self is not likely to remember why you chose a particular path in every case (nor even necessarily what you were trying to accomplish). \n", "\n", - "A common source of errors lies in inconsistencies or unexpected elements within a dataset. In the code below, we'll attempt to modify our bookstore data by separating the name in the `instructor` field into a first name and last name. (That could make it easier to look up a given course by instructor, for instance.) " + "In the exercise below, you'll practice documenting some code that has already been written. The code uses a logical pattern that we've seen before but in a novel way.\n", + "\n", + "For this exercise, we're using the bookstore dataset, so the first step is to load it from disk." ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -90,6 +92,197 @@ " bkst_data = json.load(f)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### I.1 Commenting on Code\n", + "\n", + "The code below loops through the bookstore data and counts the total number of textbooks where the type of the text is digital (as opposed to print). \n", + "\n", + "Above each line of code is a blank line beginning with the hash symbol (`#`). This is a Python {term}`comment`. The Python interpreter ignores comments when executing code, so they are present purely for the programmer's benefit." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Try it out!\n", + ":class: try-it-out\n", + "\n", + "For each comment, write (in your own words) an explanation of what the line of code below the comment is doing. Your comment text can be anything that makes sense to you. Just make sure that your text follows the hash symbol. (If you want to make a comment that spans multiple lines, just create an extra line below the first and begin that new line with the hash symbol.)\n", + "````" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#\n", + "digital_count = 0\n", + "#\n", + "for course in bkst_data:\n", + " #\n", + " for text in course['texts']:\n", + " #\n", + " if text['item_type'] == 'digital':\n", + " #\n", + " digital_count += 1\n", + "#\n", + "print('Number of digital textbooks:', digital_count)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "solution2": "hidden", + "solution2_first": true + }, + "source": [ + "Expand the cell below to see one possible way of documenting this code." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "solution2": "hidden", + "tags": [ + "hide-cell" + ] + }, + "outputs": [], + "source": [ + "# Initialize the counter \n", + "digital_count = 0\n", + "# Loop over each course in the bkst_data list\n", + "for course in bkst_data:\n", + " # Loop over each text in the course dictionary\n", + " for text in course['texts']:\n", + " # Check the value of the item_type key: is it a digital book?\n", + " if text['item_type'] == 'digital':\n", + " # If so, increment the counter\n", + " digital_count += 1\n", + "# Print the total number of digital texts\n", + "print('Number of digital textbooks:', digital_count)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### I.2 Using the Python documentation\n", + "\n", + "Lucky for us, documentation consists of much more than lines of comments on code. Both the Python {term}`standard library` and a wide array of third-party Python libraries come with extensive documentation. \n", + "\n", + "Learning how to read and navigate this documentation is a skill in itself. \n", + "\n", + "The official Python documentation -- for the core language and the standard library -- resides at [docs.python.org/3](https://docs.python.org/3/). This site will often appear in Google results when searching for documentation on specific functions, methods, etc." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Try it out!\n", + ":class: try-it-out\n", + "\n", + "\n", + "In a previous homework, we used the `str.split()` {term}`method` to separate a single string on its {term}`white space` into a list of substrings.\n", + "\n", + "The code\n", + "```\n", + "'CHEM 1001 10'.split()\n", + "```\n", + "returns the output\n", + "```\n", + "['CHEM', '1001', '10']\n", + "```\n", + "Here is the [documentation](https://docs.python.org/3/library/stdtypes.html#str.split) for `str.split()`. \n", + "\n", + "Reading that documentation, can you tell how to use the `str.split()` method to separate a string on _something other_ than white space? \n", + "\n", + "For example, our bookstore dataset indicates whether a text is for sale or rental, new or used, by the following strings:\n", + "\n", + " - `BUY_NEW`\n", + " - `BUY_USED`\n", + " - `RENTAL_NEW`\n", + " - `RENTAL_USED`\n", + "\n", + "Write some code that will split such a string on the underscore character (`_`), so that we can separate each of these strings into two data points. \n", + "\n", + "Expand the hidden cell below to see an explanation and a solution.\n", + "\n", + "````" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "solution2": "shown", + "solution2_first": true + }, + "outputs": [], + "source": [ + "# Your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "solution2": "shown" + }, + "source": [ + "````{hint}\n", + ":class: dropdown\n", + "The crucial line of the Python documentation for methods is the first, called the **method signature**. For `str.split()` the method signature looks like this:\n", + "```\n", + "str.split(sep=None, maxsplit=-1)\n", + "```\n", + "- As mentioned above, the `str` here refers to any Python value of type string (`str`). In other words, you can call the `split` method on anything between single or double quotes, or on any variable that has been assigned to a value surrounded by single or double quotes.\n", + "\n", + "- The part between {term}`parentheses` defines the method's {term}`arguments`. \n", + "\n", + "- Each argument is given a **default value**, meaning that (in this case), these arguments are optional.\n", + " - The `sep` argument defaults to `None`. \n", + " - The `maxsplit` argument defaults to `-1`.\n", + "\n", + "If the user of the method does not supply a given argument, the default value will be used. Reading the documentation below, we see that \n", + "\n", + "> If sep is not specified or is None, a different splitting algorithm is applied: runs of consecutive whitespace are regarded as a single separator, and the result will contain no empty strings at the start or end if the string has leading or trailing whitespace.\n", + "\n", + "That's a little dense, but basically, it describes the behavior we've seen when using `str.split()` (with nothing between the parentheses): the string is split on the {term}`white space`.\n", + "\n", + "To split on something else, we need to provide a value for the `sep` argument. We can do that in one of two ways:\n", + "\n", + "```\n", + "\"RENTAL_NEW\".split(sep=\"_\")\n", + "```\n", + "or \n", + "```\n", + "\"RENTAL_NEW\".split('_')\n", + "```\n", + "Either of those will yield the result we want: `[\"RENTAL\", \"NEW\"]`. Note that the underscore character is _enclosed in quotation marks_ when passing it as an argument to `str.split()`. \n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## II. Debugging\n", + "\n", + "Debugging is the process of troubleshooting errors in code.\n", + "\n", + "Apart from syntax errors, the frequency of which will decrease as you become more comfortable with Python's syntactic rules, most errors in Python arise from a mismatch between the logic of the code, and the structure of the data or environment on which the code is being run.\n", + "\n", + "A common source of errors lies in inconsistencies or unexpected elements within a dataset. In the code below, we'll attempt to modify our bookstore data by separating the name in the `instructor` field into a first name and last name. (That could make it easier to look up a given course by instructor, for instance.) " + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -106,10 +299,10 @@ "# Loop over courses in the dataset\n", "for course in bkst_data:\n", " # Split each instructor name on white space\n", - " first_name, last_name = course['instructor'].split()\n", + " first_name, last_name = course[\"instructor\"].split()\n", " # Assign each part of the name to a new key in the dictionary course\n", - " course['first_name'] = first_name\n", - " course['last_name'] = last_name" + " course[\"first_name\"] = first_name\n", + " course[\"last_name\"] = last_name" ] }, { @@ -119,7 +312,7 @@ "````{admonition} Notes\n", ":class: notes\n", "\n", - "Running this code produces an `AttributeError`. Until you gain some familiarity with Python exceptions, the name of the exception will be less useful than the message that follows it:\n", + "Running this code produces an `AttributeError`. Until you gain some familiarity with Python exceptions, the name of the {term}`exception` will be less useful than the message that follows it:\n", "\n", "```\n", "'NoneType' object has no attribute 'split'\n", @@ -128,12 +321,12 @@ "Note also the green arrow pointing to the line of code that reads\n", "\n", "```\n", - "first_name, last_name = course['instructor'].split()\n", + "first_name, last_name = course[\"instructor\"].split()\n", "```\n", "\n", "The `AttributeError` tells that something went wrong with the call to the `split()` method. The phrase `'NoneType object'` may seem opaque. But recall what we've learned about the `split()` method: that it's [defined](https://docs.python.org/3/library/stdtypes.html#str.split) to work with strings. That's the meaning of the \"str\" when we write it as `str.split()`: it tells us that Python _strings_ have access to this method. Other Python types do not.\n", "\n", - "An `AttributeError` occurs when we try to use a {term}`method` on a {term}`type` that doesn't \"have\" that method. We'll learn more about the concept of **attributes** on Day 4. For now, the important thing is to find out when and why the value of `course['instructor']` might _not_ be a string.\n", + "An `AttributeError` occurs when we try to use a method on a type that doesn't \"have\" that method. But the important thing is to find out when and why the value of `course[\"instructor\"]` might _not_ be a string.\n", "\n", "````" ] @@ -142,11 +335,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### I.1 Debugging with `print()`\n", + "### II.1 Debugging with `print()`\n", "\n", "One of the best ways to debug code is also one of the simplest: using the `print()` function.\n", "\n", - "If we know that an error is ocurring inside a {term}`for loop`, but we don't know what data element triggered the error, we can take advantage of the fact that the loop will be **interrupted** when the error occurs. \n", + "If we know that an error is ocurring inside a {term}`for loop`, but we don't know what data element triggered the error, we can take advantage of the fact that the loop will stop as soon as the error occurs. \n", "\n", "By using `print()` to display the element we're interested in each time through the loop, we can observe where the loop stops: if we've put our `print()` in the right place, the last value printed should be one that triggered the error." ] @@ -189,12 +382,12 @@ "```\n", "# Loop over courses in the dataset\n", "for course in bkst_data:\n", - " print(course['instructor'])\n", + " print(course[\"instructor\"])\n", " # Split each instructor name on white space\n", - " first_name, last_name = course['instructor'].split()\n", + " first_name, last_name = course[\"instructor\"].split()\n", " # Assign each part of the name to a new key in the dictionary course\n", - " course['first_name'] = first_name\n", - " course['last_name'] = last_name\n", + " course[\"first_name\"] = first_name\n", + " course[\"last_name\"] = last_name\n", "```\n", "Doing so reveals that the last value printed before the error is not a name but `None`. \n", "\n", @@ -209,11 +402,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### I.2 Preventing errors with `if`\n", + "### II.2 Preventing errors with `if`\n", "\n", - "There are more sophisticated ways of handling errors in Python, but one of the most straightforward is to include an `if` statement to check for the condition that causes the error.\n", + "There are more sophisticated ways of handling errors in Python, but one of the most straightforward is to include an {term}`if statement` to check for the condition that causes the error.\n", "\n", - "In this case, the error is caused when `course['instructor']` is `None`. Python provides a concise way to check whether a value is `None`. We can simply write `if value_to_test:`, where `value_to_test` is a variable or other name that may or may not be null. \n", + "In this case, the error is caused when `course[\"instructor\"]` is `None`. Python provides a concise way to check whether a value is `None`. We can simply write `if value_to_test:`, where `value_to_test` is a variable or other name that may or may not be null. \n", "\n", "In the code below, we've incorporated this check into our code. \n", "\n", @@ -229,12 +422,12 @@ "# Loop over courses in the dataset\n", "for course in bkst_data:\n", " # Check for null values\n", - " if course['instructor']:\n", + " if course[\"instructor\"]:\n", " # Split each instructor name on white space\n", - " first_name, last_name = course['instructor'].split()\n", + " first_name, last_name = course[\"instructor\"].split()\n", " # Assign each part of the name to a new key in the dictionary course\n", - " course['first_name'] = first_name\n", - " course['last_name'] = last_name" + " course[\"first_name\"] = first_name\n", + " course[\"last_name\"] = last_name" ] }, { @@ -251,7 +444,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -268,9 +461,9 @@ "The line \n", "\n", "```\n", - "first_name, last_name = course['instructor'].split()\n", + "first_name, last_name = course[\"instructor\"].split()\n", "```\n", - "expects a string for the value of `course['instructor']`that follows a familiar pattern: `'first_name last_name'`, where white space separates the first and last name.\n", + "expects a string for the value of `course[\"instructor\"]`that follows a familiar pattern: `\"first_name last_name\"`, where white space separates the first and last name.\n", "\n", "\n", "In other words, this code works only if the result of the `split()` method is a list with two elements. And `str.split()` will produce a list with two elements _only if_ the string has a _single_ instance of white space. \n", @@ -311,7 +504,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": { "solution2": "hidden", "tags": [ @@ -323,13 +516,13 @@ "# Loop over courses in the dataset\n", "for course in bkst_data:\n", " # Check for null values\n", - " if course['instructor']:\n", + " if course[\"instructor\"]:\n", " # Split each instructor name on white space\n", " # Only split on the first occurence of white space\n", - " first_name, last_name = course['instructor'].split(maxsplit=1)\n", + " first_name, last_name = course[\"instructor\"].split(maxsplit=1)\n", " # Assign each part of the name to a new key in the dictionary course\n", - " course['first_name'] = first_name\n", - " course['last_name'] = last_name" + " course[\"first_name\"] = first_name\n", + " course[\"last_name\"] = last_name" ] }, { @@ -339,9 +532,9 @@ "````{admonition} Notes\n", ":class: notes\n", "\n", - "Note that the code in the provided solutione runs without errors, but it doesn't necessarily solve the problem posed by the instructors' names in our dataset.\n", + "Note that the code in the provided solution runs without errors, but it doesn't necessarily solve the problem posed by the instructors' names in our dataset.\n", "\n", - "This code will handle names where the _last name_ (surname) contains spaces. But where a middle name or middle initial is given, or where the _first name_ (the given name) contains spaces, it will assign the wrong values to the `'last_name'` key. \n", + "This code will handle names where the _last name_ (surname) contains spaces. But where a middle name or middle initial is given, or where the _first name_ (the given name) contains spaces, it will assign the wrong values to the `\"last_name\"` key. \n", "\n", "This fact illustrates an important point. \n", "\n", @@ -356,9 +549,11 @@ "source": [ "## II. Testing code\n", "\n", - "Because of that fact, it's useful to create **tests** that can confirm that our code works as intended. We obviously can't test for every eventuality. But when developing our user stories, we can identify **test cases** that represent how our code should run under optimal conditions or in optimal scenarios.\n", + "Because of that fact, it's useful to create {term}`test`s that can confirm that our code works as intended. We obviously can't test for every eventuality. But we can identify test cases that represent how our code should run under optimal conditions or in optimal scenarios.\n", + "\n", + "Identifying the test cases allows us to specify with confidence the kinds of situations for which our code _is_ expected to work, as well as to flag conditions where it doesn't work (and that we might want to address in future work).\n", "\n", - "In what follows, we'll write some tests for our name-parsing code above. Note that as of now, not all of our tests will succeed, because we haven't solved the problem of instructors with multiple first names or where first and middle names/initials are given. But identifying the test cases allows us to specify with confidence the kinds of situations for which our code _is_ expected to work, as well as to flag conditions where it doesn't work (and that we might want to address in future work)." + "In what follows, we'll write a test for our name-parsing code above. You'll see tests of this sort in the final, submitted homework for Python Camp." ] }, { @@ -367,7 +562,7 @@ "source": [ "### II.1 Writing testable code\n", "\n", - "Code tends to be easier to test when it's organized into discrete units. Writing **functions** is a great way to organize code in units that can be easily tested. (Functions also make our code more readable and easier to modify in response to new user stories, new datasets, etc.)" + "Code tends to be easier to test when it's organized into discrete units. Writing {term}`function`s is a great way to organize code in units that can be easily tested. (Functions also make our code more readable and easier to modify in response to new user stories, new datasets, etc.)" ] }, { @@ -379,9 +574,9 @@ "\n", "The following cell contains the function signature (the `def` line) and the `return` statement for a function called `extract_instructor_names`. \n", "\n", - "This function takes as argument a single dictionary, checks for the presence of a key called `instructor`, and if the latter is present, adds `first_name` and `last_name` entries to the dictionary. \n", + "This function takes as argument a single dictionary, checks for the presence of a key called `\"instructor\"`, and if the latter is present, adds `\"first_name\"` and `\"last_name\"` entries to the dictionary. \n", "\n", - "The function should do the same thing as the body of the `for` loop above, but without the loop: in other words, we want to be able to use our function to process a single course (not a list of courses).\n", + "The function should do the same thing as the body of the for loop above, but without the loop: in other words, we want to be able to use our function to process a single course (not a list of courses).\n", "\n", "See if you can fill out the body of the function below. \n", "\n", @@ -390,7 +585,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "metadata": { "solution2": "hidden", "solution2_first": true @@ -409,7 +604,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "metadata": { "solution2": "hidden", "tags": [ @@ -422,11 +617,11 @@ " # Given a dictionary with an 'instructor' entry, \n", " # splits the associated string into two parts\n", " # and assigns them as separate entries to the dictionary\n", - " if course_dict['instructor']:\n", - " first_name, last_name = course_dict['instructor'].split(maxsplit=1)\n", + " if course_dict[\"instructor\"]:\n", + " first_name, last_name = course_dict[\"instructor\"].split(maxsplit=1)\n", " # Assign each part of the name to a new key in the dictionary course\n", - " course_dict['first_name'] = first_name\n", - " course_dict['last_name'] = last_name\n", + " course_dict[\"first_name\"] = first_name\n", + " course_dict[\"last_name\"] = last_name\n", " \n", " return course_dict" ] @@ -439,9 +634,7 @@ "\n", "Now that we have a function that works for a single course dictionary, we can write some tests.\n", "\n", - "We'll be using the `assert` {term}`keyword`, which you might have noticed in yesterday's autograded homework exercise.\n", - "\n", - "`assert` is used almost exclusively in writing tests. Like an {term}`if statement`, an `assert` statement evaluates a given condition. But instead of being followed by a block of code to execute if the condition is `True`, `assert` does nothing if the condition is true. However, if the condition is `False`, it causes an `AssertionError`. " + "We'll be using the `assert` {term}`keyword`, which is used almost exclusively in writing tests. Like an {term}`if statement`, an `assert` statement evaluates a given condition. But instead of being followed by a block of code to execute if the condition is `True`, `assert` does nothing if the condition is true. However, if the condition is `False`, it raises an `AssertionError`. " ] }, { @@ -458,7 +651,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -477,17 +670,17 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Define some test data\n", - "test_data = {'instructor': 'Dolsy Smith'}\n", + "test_data = {\"instructor\": \"Dolsy Smith\"}\n", "# Obtain a result by running the function\n", "test_result = extract_instructor_names(test_data)\n", "# Test the result against a condition\n", - "assert test_result['first_name'] == 'Dolsy', 'first_name should be \"Dolsy\"'\n", - "assert test_result['last_name'] == 'Smith', 'last_name should be \"Smith\"'" + "assert test_result[\"first_name\"] == \"Dolsy\", \"first_name should be 'Dolsy'\"\n", + "assert test_result[\"last_name\"] == \"Smith\", \"last_name should be 'Smith'\"" ] }, { @@ -496,78 +689,31 @@ "source": [ "Here's another test, to make sure our function works when the value for `instructor` is `None`.\n", "\n", - "Note that our test data is not an example of a full course as represented in the `bkst_data` dataset. Our function only deals with the value of the `instructor` key, so that's the only key our `test_data` dictionary needs to contain. (We could add other keys, like `department` and `course` and `section`, but in this case they would not add anything to the test.)" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [], - "source": [ - "# Define some test data\n", - "test_data = {'instructor': None}\n", - "# Obtain a result by running the function\n", - "test_result = extract_instructor_names(test_data)\n", - "# Test the result against a condition\n", - "assert 'first_name' not in test_result, 'first_name should not be present'\n", - "assert 'last_name' not in test_result, 'last_name should not be present'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{admonition} Try it out!\n", - ":class: try-it-out\n", - "\n", - "Write a test for our function to verify it's behavior on a name with three parts.\n", - "\n", - "````" + "Note that our test data is not an example of a full course as represented in the `bkst_data` dataset. Our function only deals with the value of the `\"instructor\"` key, so that's the only key our `test_data` dictionary needs to contain. (We could add other keys, like `\"department\"` and `\"course_num\"` and `\"section\"`, but in this case they would not add anything to the test.)" ] }, { "cell_type": "code", "execution_count": null, - "metadata": { - "solution2": "hidden", - "solution2_first": true - }, - "outputs": [], - "source": [ - "# Your code here" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": { - "solution2": "hidden", - "tags": [ - "hide-cell" - ] - }, + "metadata": {}, "outputs": [], "source": [ "# Define some test data\n", - "test_data = {'instructor': 'Guido van Rossum'}\n", + "test_data = {\"instructor\": None}\n", "# Obtain a result by running the function\n", "test_result = extract_instructor_names(test_data)\n", "# Test the result against a condition\n", - "assert test_result['first_name'] == 'Guido', 'first_name should be \"Guido\"'\n", - "assert test_result['last_name'] == 'van Rossum', 'last_name should be \"van Rossum\"'" + "assert \"first_name\" not in test_result, 'first_name should not be present'\n", + "assert \"last_name\" not in test_result, 'last_name should not be present'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Wrap up / Final exercise\n", - "\n", - "In this homework, you practiced debugging errors with the `print()` function, and you used `if` statements to avert possible errors due to inconsistencies in the data. Finally, you worked with the `assert` keyword to construct tests for code (to ensure that your code is working as expected).\n", - "\n", + "## Wrap up\n", "\n", - "The final part of the homework or today is an [autograded exercise](./HW_3_GR.ipynb), designed to test your grasp of the concepts covered on Days 1, 2, and 3. " + "In this homework, you practiced debugging errors with the `print()` function, and you used if statements to avert possible errors due to inconsistencies in the data. Finally, you worked with the `assert` keyword to construct tests for code (to ensure that your code is working as expected)." ] } ], diff --git a/textbook/notebooks/homework/HW_4_GR.ipynb b/textbook/notebooks/homework/HW_4_GR.ipynb deleted file mode 100644 index 886acc7..0000000 --- a/textbook/notebooks/homework/HW_4_GR.ipynb +++ /dev/null @@ -1,214 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Graded Homework: Day 4" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Instructions\n", - "\n", - "Below you will find one or more exercises. For each exercise, do the following:\n", - "\n", - "1. Run the first code cell under the exercise heading. This will execute some code needed to set up the problem.\n", - "2. Reading the instructions and write code in the code cell labeled with the comment `Your code here`. Run this code.\n", - "3. Assuming your code does not produce any errors, run the code in the cell below the `Tests` heading. Each line of this code consists of a Python {term}`assert statement`. \n", - " - If you see an `AssertionError`, don't panic! The error is written so as to help you pinpoint the part of your code that's not working as expected. After making a change in your code, re-run **both** the cell with your code and the cell with the tests. Repeat until you see no errors.\n", - " - If you run the cell with the test code and you see no output, congratulations! That means that your code has passed all the tests and works as expected. Go to step 4 to submit.\n", - "4. Submit your code by downloading this notebook from JupyterHub and uploading it to the GitHub repository for this assignment. See [the documentation](https://gwu-libraries.github.io/python-camp/homework.html) for detailed instructions." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Exercise 1\n", - "\n", - "The following cell contains metadata for a course and its textbooks, as well as the definition of a `Text` class." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "tags": [ - "setup:ex1" - ] - }, - "outputs": [], - "source": [ - "my_course = {'department': 'AMST',\n", - " 'course': '6190',\n", - " 'section': '10',\n", - " 'instructor': 'Elisabeth Anker',\n", - " 'term_name': 'Summer 2023',\n", - " 'texts':[\n", - " {\n", - " \"isbn\": \"9781250753892\",\n", - " \"item_type\": \"print\",\n", - " \"price_display\": \"$29.99\",\n", - " \"type_condition\": \"BUY_NEW\"\n", - " },\n", - " {\n", - " \"isbn\": \"9780872867239\",\n", - " \"item_type\": \"print\",\n", - " \"price_display\": \"$16.95\",\n", - " \"type_condition\": \"BUY_NEW\"\n", - " \n", - " },\n", - " {\n", - " \"isbn\": \"9780385490818\",\n", - " \"item_type\": \"digital\",\n", - " \"price_display\": \"$17.00\",\n", - " \"type_condition\": \"BUY_NEW\"\n", - " }]}\n", - "\n", - "class Text:\n", - "\n", - " def __init__(self, isbn, item_type, price, type_condition):\n", - " '''\n", - " All arguments should be of type str.\n", - " '''\n", - " self.isbn = isbn\n", - " self.item_type = item_type\n", - " self.price = price\n", - " self.type_condition = type_condition\n", - " \n", - " def convert_price(self):\n", - " '''\n", - " Convert the str representation of a price (with dollar sign) to a float\n", - " '''\n", - " return float(self.price[1:])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Below is a version of our class definition for a `Course`.\n", - "\n", - "Add behavior to `Course` so that it will calculate **and return** the average price of the texts associated with a course. Fill out the definition for the `get_average_price()` method, which takes one argument, `item_type`, a string. \n", - "\n", - "If provided, the `item_type` argument should either be `print` or `digital`, and the average will be computed for just texts of that type. Otherwise, if the argument is missing (is `None`), then the average for all texts will be computed. \n", - "\n", - "Note that the `pass` keyword is a placeholder for an empty method body. Delete this line when adding your own code.\n", - "\n", - "The builtin Python function `sum()` can be helpful for this exercise. Review the [Python documentation](https://docs.python.org/3/library/functions.html?highlight=sum#sum) for help." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "tags": [ - "solution:ex1" - ] - }, - "outputs": [], - "source": [ - "# Your code here\n", - "class Course:\n", - " \n", - " def __init__(self, dept, course_number, section, instructor, term):\n", - " '''\n", - " Creates an instance of a course.\n", - " dept, course_number, section, instructor, term: should be of type str\n", - " '''\n", - " self.dept = dept\n", - " self.course_number = course_number\n", - " self.section = section\n", - " self.instructor = instructor\n", - " self.term = term\n", - " self.texts = [] \n", - " \n", - " def get_average_price(self, item_type=None):\n", - " '''\n", - " Returns the average price of the texts associated with the course. \n", - " item_type should be either None (default), or a string equal to 'digital' or 'print'\n", - " '''\n", - " pass # Your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "solution2": "hidden", - "solution2_first": true - }, - "source": [ - "Expand the cell below for some hints." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "solution2": "hidden" - }, - "source": [ - "````{hint}\n", - ":class: dropdown\n", - "\n", - "There are two different values that the `item_type` dictionary {term}`key` can have in the `my_course` dataset defined above. The `Course.get_average_price()` method should filter the `Course.texts` list to identify just those texts where the attribute `Text.item_type` is equal to the `item_type` argument provided to the `Course.get_average_price()` method. If no `item_type` has been provided, the variable in the method will have the `None` {term}`null value`, in which case the method should just compute the average price of all the texts.\n", - "\n", - "Here's a line-by-line description of one possible implementation of the `Course.get_average_price()` method in English. Your task is to translate it into Python.\n", - "\n", - "1. Define an empty {term}`list` to hold the prices.\n", - "2. Write a {term}`for loop` to loop over the items in the `self.texts` attribute. (Note that we use `self` here, not `Course`, because each {term}`instance` of the `Course` class will have its own list of texts.) Within the loop,\n", - " a. Check whether the `item_type` argument has been provided (is not `None`), using an `if statement`.\n", - " b. If it has been provided, you need to check whether the value of the `item_type` argument matches the `item_type` attribute of the current text (using the {term}`loop variable`).\n", - " c. If it matches, then add the price to the list of prices. To get the price in a format suitable for calculation, you can use the `convert_price()` method defined on the `Text` class. So if `text` is your loop variable, you could call `text.convert_price()` to get the price as a {term}`float`.\n", - " d. If, on the other hand, the `item_type` argument is `None`, add the price (converted) to the list, regardless of its type.\n", - "3. Use the `sum` function to find the total value of the price values in your list, and divide it by the length of the list. (Remember that the `len` function will provide the length of a list.)\n", - "4. Return the result obtained in step 3.\n", - "````" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "tags": [ - "test-case:ex1" - ] - }, - "outputs": [], - "source": [ - "course = Course('AMST', '6190', '10', 'Elisabeth Anker', 'Summer 2023')\n", - "for text_dict in my_course['texts']:\n", - " text = Text(text_dict['isbn'], text_dict['item_type'], text_dict['price_display'],\n", - " text_dict['type_condition'])\n", - " course.texts.append(text)\n", - "assert course.get_average_price() == 21.313333333333333, 'Average price, all items, should equal 21.32'\n", - "assert course.get_average_price('digital') == 17.0, 'Average price, digital items, should equal 17'\n", - "assert course.get_average_price('print') == 23.47, 'Average price, print items, should equal 23.47'" - ] - } - ], - "metadata": { - "celltoolbar": "Tags", - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.4" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/textbook/notebooks/homework/HW_Final_GR.ipynb b/textbook/notebooks/homework/HW_Final_GR.ipynb new file mode 100644 index 0000000..9171dc9 --- /dev/null +++ b/textbook/notebooks/homework/HW_Final_GR.ipynb @@ -0,0 +1,473 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "# Python Camp: Final Homework\n", + "\n", + "This notebook should be completed *after* the exercises in the [Programming Techniques](./HW_2_programming_techniques.ipynb) notebook." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} How to Approach This Homework\n", + "\n", + "Unlike the previous homework notebooks you completed, this notebook does not introduce new concepts or syntax. Instead, it offers you an opportunity to put into practice what you've learned throughout Python Camp. The exercises build toward a more complex solution, but we have tried to make each step explicit, so as to give you occasion to reflect on many of the concepts you have learned and how they fit together. \n", + "\n", + "It's quite possible that you can find hints to the solutions of these exercises in previous Python Camp homeworks, in code you wrote during in-class activities, and/or by Googling or using ChatGPT. You're welcome to use any and all sources of information to complete these exercises. You're also encouraged to ask your Python-Camp colleagues and facilitators for help! \n", + "\n", + "At the same time, you might get the most out of these final exercises if you try to solve each one from memory before turning to other sources. Fluency in Python is like fluency in any other language: it comes with practice, and every mistake is itself instructive!\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "## Instructions\n", + "\n", + "Below you will find a series of exercises. For each exercise, do the following:\n", + "\n", + "1. **Run the first code cell under the exercise heading**. This will execute some code needed to set up the problem.\n", + "2. Reading the instructions and write code in the empty code cell (labeled with the comment `Your code here`). Run this code.\n", + "3. Your code cell should include the comment line `#Your code below`. **Please do not delete this comment**, and if you accidentally delete the cell and have to recreate it, please insert that comment line at the top of the cell before entering your code.\n", + "4. Assuming your code does not produce any errors, run the code in the cell below the `Tests` heading. Each line of this code consists of a Python {term}`assert statement`. \n", + " - If you see an `AssertionError`, don't panic! The error is written so as to help you pinpoint the part of your code that's not working as expected. After making a change in your code, re-run **both** the cell with your code and the cell with the tests. Repeat until you see no errors.\n", + " - If you run the cell with the test code and you see no output, congratulations! That means that your code has passed all the tests and works as expected. Go to step 5 to submit.\n", + "5. Submit your code by downloading this notebook from JupyterHub and uploading it to the GitHub repository for this assignment. See [the documentation](https://gwu-libraries.github.io/python-camp/homework.html) for detailed instructions." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} How to Get Help\n", + "\n", + "If you get stuck on any of these exercises, don't hesitate to ask for help! Asking for help is not only part of the learning process; it's part of nearly every programmer's professional practice. \n", + "\n", + "- Post a question on the Python Camp Slack channel. Make sure you spell out both what you're expecting your code to do, and what your code is actually doing. That way others can identify the problem right away. Including code snippets and/or screenshots from the notebook is usually a good idea.\n", + "- Email the facilitators (PYTHON_CAMP@groups.gwu.edu). We're happy to schedule a time to meet, either in person or via Zoom, and walk through your questions together.\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "source": [ + "## Exercise 1\n", + "\n", + "The following code creates a variable, `my_course`, from a string describing a GW course, with a course code, number, and section. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "editable": false, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "setup:1" + ] + }, + "outputs": [], + "source": [ + "my_course = 'WSTU 6566 10'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the cell below, write some Python code that creates three new variables, `my_dept_code`, `my_course_num`, and `my_section`. Assign to each of those variables the portions of the string corresponding, respectively, to the department code (`WSTU`), the course number (`6566`), and the section (`10`). All three elements should be strings.\n", + "\n", + "Note that it's possible to accomplish this with a literal assignment, e.g., `my_dept_code = 'WSTU'`, but doing so won't help you solve the later problems that build on this one. Can you use one of Python's string {term}`method`s to accomplish this?" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#Your code below\n", + "# ---- Do not delete this cell! ---- " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Tests for Exercise 1\n", + "\n", + "The cell below defines one or more tests that will be run to check your code. \n", + "\n", + "Once you have completed your answer, run the cell. If you see no output, then contratulations, your code has passed the tests!\n", + "\n", + "If, on the other hand, you see an `AssertionError`, it means that one of the tests has failed. Look at the error message for a hint as to where the problem lies. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "editable": false, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "test-case:1" + ] + }, + "outputs": [], + "source": [ + "assert my_dept_code == 'WSTU', f'Variable my_dept_code has the wrong value. Should be \"WSTU\" but is \"{my_dept_code}\".'\n", + "assert my_course_num == '6566', f'Variable my_course_num has the wrong value. Should be \"6566\" but is \"{my_course_num}\".'\n", + "assert my_section == '10', f'Variable my_section has the wrong value. Should be \"10\", but is \"{my_section}\".'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following code reassigns the variable `my_course` to a new string with the same elements as above, except that here the name of the instructor follows the section number (separated by a space)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "editable": false, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "setup:2" + ] + }, + "outputs": [], + "source": [ + "my_course = 'BSCI 1333 15 Thomson'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the cell below, write some Python code that will create a {term}`dictionary` called `my_course_dict`. \n", + "\n", + "It should have the following keys: \n", + "- `dept_code`\n", + "- `course_num`\n", + "- `section`\n", + "- `instructor`\n", + "\n", + "The keys should be assigned the appropriate values from the string `my_course` (as assigned in the cell above)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#Your code below\n", + "# ---- Do not delete this cell! -----" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Tests for Exercise 2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "editable": false, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "test-case:2" + ] + }, + "outputs": [], + "source": [ + "keys = ['dept_code', 'course_num', 'section', 'instructor']\n", + "values = ['BSCI', '1333', '15', 'Thomson']\n", + "assert 'my_course_dict' in locals() and isinstance(my_course_dict, dict), 'Variable my_course_dict has not been defined as a dictionary.'\n", + "for k in keys:\n", + " assert k in my_course_dict, f'Key \"{k}\" was not found in my_course_dict'\n", + "for k,v in zip(keys, values):\n", + " assert my_course_dict[k] == v, f'Value for my_course_dict[\"{k}\"] should be \"{v}\", not \"{my_course_dict[k]}\".'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following code defines a list of strings that represent courses. Each string consists of a department code, a course number, a section number, and an instructor's name." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "editable": false, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "setup:3" + ] + }, + "outputs": [], + "source": [ + "courses = ['CHEM 1001 10 Mack',\n", + " 'CHEM 1002, 10 Srinivasan',\n", + " 'CHEM 1002 11 Mack',\n", + " 'BISC 1100 10 Liu',\n", + " 'BISC 1102 10 Thomson',\n", + " 'PSC 2001 10 Wolters',\n", + " 'PSC 2001 11 Rath',\n", + " 'PSC 2001 12 Cho',\n", + " 'WSTU 6999 10 Cho',\n", + " 'WSTU 6999 11 Delaney']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the cell below, write some code that will transform the data in the `courses` list into a list of dictionaries. Each dictionary should be structured as follows:\n", + "```\n", + "{'dept_code': 'CHEM',\n", + " 'course_num': '1001',\n", + " 'section': '10',\n", + " 'instructor': 'Mack'} \n", + "```\n", + "In other words, each dictionary should have the same four keys, and there should be one dictionary for each of the courses in the `courses` list.\n", + "\n", + "Call this new list `courses_db` (for \"courses database\"). " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{hint}\n", + ":class: dropdown \n", + "\n", + "Make sure you create each course dictionary **inside** the `for` loop, like so:\n", + "```\n", + "for course in courses:\n", + " course_dict = {}\n", + " ...\n", + "```\n", + "\n", + "If you get stuck, try solving this [Parsons Problem](https://gwu-libraries.github.io/python-camp/parsons-problems/html/homework-2-GR.html), which will help you focus on the logic without worrying too much about the syntax.\n", + "\n", + "````" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#Your code below\n", + "# ---- Do not delete this cell! -----" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Tests for Exercise 3" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "editable": false, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "test-case:3" + ] + }, + "outputs": [], + "source": [ + "keys = {'dept_code', 'course_num', 'section', 'instructor'}\n", + "values = {'CHEM', '1001', '10', 'Mack'}\n", + "assert 'courses_db' in globals(), 'Variable courses_db is not defined'\n", + "assert isinstance(courses_db, list), 'Variable courses_db is not a list.'\n", + "assert isinstance(courses_db[0], dict), 'List courses_db does not contain a dictionary as its first element.'\n", + "assert len(courses_db) == len(courses), 'List courses_db is the wrong length.'\n", + "assert set(courses_db[0].keys()) == keys, 'The first dictionary in courses_db does not have the right keys.'\n", + "assert set(courses_db[0].values()) == values, 'The first dictionary in courses_db does not have the right values.'\n", + "assert set(courses_db[-1].values()) == {'WSTU', '6999', '11', 'Delaney'}, 'The last element of courses_db does not have the right values.'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 4" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Using the `courses_db` variable defined in Exercise 3, write a function, `count_courses`, to count how many courses a given instructor is teaching. The function should accept an argument corresponding to an instructor's name, and it should return the number of courses in `courses_db` associated with that name. If the instructor is not in the database, your function should return `0`. \n", + "\n", + "For instance, if `my_instructor` is `\"Liu\"`, your function would return `1`. If `my_instructor` is `\"Cho\"`, your function would return `2`.\n", + "\n", + "A skeleton for the function is defined in the cell below. Fill it in with your code." + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#Your code below\n", + "# ---- Do not delete this cell! -----\n", + "def count_courses(instructor_name, courses_db):\n", + " \n", + " return course_count" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Tests for Exercise 4" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "editable": false, + "slideshow": { + "slide_type": "" + }, + "tags": [ + "test-case:4" + ] + }, + "outputs": [], + "source": [ + "assert count_courses('Rath', courses_db) == 1, f'Rath is teaching one course, but count_courses returns {count_courses(\"Rath\", courses_db)}.'\n", + "assert count_courses('Mack', courses_db) == 2, f'Mack is teaching two courses, but count_courses returns {count_courses(\"Mack\", courses_db)}.'\n", + "assert count_courses('Smith', courses_db) == 0, f'Smith is not teaching any courses, but count_courses returns {count_courses(\"Smith\", courses_db)}.'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Submitting your homework\n", + "\n", + "If you've run all 4 code cells under the `Tests` headings, and if you see no error, congratulations! That means you've successfully completed this homework and are ready to submit it.\n", + "\n", + "You will submit your homework via GitHub, which will simply run the same tests that you have run above, record any errors, and alert the Python Camp facilitators that you have made a submission.\n", + "\n", + "Submitting this homework notebook (with no errors in the code) and attendance for all four days of Python Camp satisfy the requirements to receive the certificate of completion." + ] + } + ], + "metadata": { + "celltoolbar": "Tags", + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/textbook/notebooks/lessons/1_1_choreographing_code.ipynb b/textbook/notebooks/lessons/1_1_modeling_code.ipynb similarity index 83% rename from textbook/notebooks/lessons/1_1_choreographing_code.ipynb rename to textbook/notebooks/lessons/1_1_modeling_code.ipynb index 9038f18..0d256c4 100644 --- a/textbook/notebooks/lessons/1_1_choreographing_code.ipynb +++ b/textbook/notebooks/lessons/1_1_modeling_code.ipynb @@ -6,7 +6,7 @@ "id": "XvIHpi-hG-uT" }, "source": [ - "# Choreographing Code" + "# Modeling Code" ] }, { @@ -15,8 +15,8 @@ "source": [ "## Objectives\n", "\n", - "- To interact with bits of Python code as *actions* (which transform *inputs* to *outputs*). \n", - "- To develop a conceptual model of basic elements of programming (variables, data structures, loops), with an emphasis on action over syntax.\n", + "- To interact with bits of Python code as *commands* that transform *inputs* to *outputs*. \n", + "- To develop a conceptual model of basic elements of programming (variables, data structures, loops).\n", "- To collaborate in understanding code.\n" ] }, @@ -35,15 +35,12 @@ "\n", "### Set up\n", " \n", - "- Acknowledge that this exercise will introduce Python syntax and programming concepts in an experiential way, before defining them, and that the purpose is to develop our attention to Python commands as **actions** that produce certain kinds of **effects.** The goal is to reason about the action on the basis of the effect. \n", + "- Acknowledge that this exercise will introduce Python syntax and programming concepts in an experiential way, before defining them. \n", " - Try not to focus too much on the syntax itself -- you will learn it in time.\n", "- Instructors should model the first Action:\n", " - Show how to execute a cell of code in the notebook.\n", " - Explain that a given cell can be re-executed any number of times.\n", - " - Model the action by writing the message on a piece of paper and displaying it.\n", - " - Note that `print()` instructs Python to take an action on what is provided between quotation marks and parentheses.\n", - " - The effect is to display something on the screen. \n", - " - Change the part between quotation marks to demonstrate that this changes what is displayed.\n", + " - Model the action by drawing the variable `num` as a box for a value and a label. Write `3` in the box, then erase it and write `4` to model incrementing a variable.\n", "- Pause to take any questions about the activity.\n", "- Divide the remaining actions among the teams. Each team will work with three different activities of increasing complexity. A suggested distribution is as follows:\n", " - A Teams: actions 2a, 3a, 4a \n", @@ -64,34 +61,56 @@ "" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} What is a model?\n", + ":class: notes\n", + "\n", + "A model is a way of representing something. In writing code, we are often engaged in the act of modeling, in the sense that we are creating representations of aspects of the world for use by a computer. In our next activity, you'll work through an example of modeling information about GW courses and textbooks.\n", + "\n", + "In this activity, the goal is to model -- by drawing on paper -- what you think is happening inside the computer when you run a given bit of Python code. We obviously haven't explained what the code _means_, but don't worry -- we will cover that later. For now, we just want to get used to running Python code, and to practice paying attention to the effects that the code produces on the computer. \n", + "\n", + "A line of Python is an instruction or command issued to the computer, directing it to take some action. In what follows, see if you can model the actions by drawing on paper what you think might be happening when you run the code.\n", + "````" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Instructions\n", "\n", - "This notebook contains a few cells of Python code. These are labeled **Actions** and numbered 1 through 5. Each team will be assigned three actions.\n", + "This notebook contains a few cells of Python code. These are labeled **Action** and numbered 1 through 5. Each team will be assigned three actions.\n", "\n", "Your task, as a team, is as follows:\n", "\n", "1. Run the cell of code corresponding to the action. \n", "2. Examine the output.\n", - "3. Model the action that the code performs, using pen, paper, and sticky notes.\n", + "3. Model the action that the code performs, using pen, paper, and (if you like) sticky notes.\n", + "4. Below each cell is a hidden cell containing some hints. Click the green `Hint` panel to reveal them.\n", + "5. Some actions are also followed by a cell linking to an animation that presents one possible way of modeling the action. But try to come up with your own model **before** watching the animation.\n", "\n", - "**The objective is to represent, as best you can, your intuition about what might be happening in the computer when Python runs each of these bits of code.**\n", + "Once all teams have worked through their actions, we'll share our models for discussion in the larger group." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Running code in the notebook\n", + ":class: notes\n", "\n", "To run each cell, place your cursor in the cell and press `Control` + `Enter` (or `Command` + `Return` on a Mac). The output of running the code will appear below the cell.\n", - "\n", - "Below each cell is a hidden cell containing some hints. Click the `Show Solution` button to reveal the hints.\n", - "\n", - "Once all teams have worked through their actions, we'll share our models for discussion in the larger group." + "````" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Action 1: Printing a value" + "## Action 1: Assigning and modifying a variable" ] }, { @@ -100,7 +119,9 @@ "metadata": {}, "outputs": [], "source": [ - "print(\"Welcome to Python Camp!\")" + "num = 3\n", + "num = num + 1\n", + "print(num)" ] }, { @@ -234,7 +255,7 @@ "````{hint}\n", ":class: dropdown\n", "- Variables in programming are similar to variables in algebra. \n", - "- But whereas algebraic variables represent unknown values in equations to be solved, in programming, we use variables for many different reasons. \n", + "- Whereas algebraic variables represent unknown values in equations to be solved, in programming, we use variables for many different reasons. \n", "- One important use for variables is simply to make our code more readable: e.g., to assign names to quantities.\n", "- What happens if you put the numbers in the code above inside quotation marks? \n", "````" diff --git a/textbook/notebooks/lessons/1_2_from_data_to_code.ipynb b/textbook/notebooks/lessons/1_2_from_data_to_code.ipynb index dd4b71a..990bcc2 100644 --- a/textbook/notebooks/lessons/1_2_from_data_to_code.ipynb +++ b/textbook/notebooks/lessons/1_2_from_data_to_code.ipynb @@ -34,24 +34,24 @@ "\n", "### Setup and goals\n", "\n", - "1. Explain that we will encounter a lot of unfamiliar syntax in this lesson, but that as in the previous lesson, the goal is to see code in action **before** we spend time learning why the code is written as it is (syntax). \n", - " - Define **syntax** as the way code is written in a particular language.\n", - " - Emphasize that the syntax will be covered in depth in the homework, and that there will be ample time to clarify and solidify understanding over the course of Python Camp.\n", - "\n", - "2. Introduce the idea that we will be working with a single dataset throughout the four days of Python Camp.\n", + "1. Introduce the idea that we will be working with a single dataset throughout the four days of Python Camp.\n", " - Explain the dataset and its relevance.\n", " - Note that in this exercise, teams will be getting acquainted with the dataset by using some Python commands.\n", " - The data is _represented_ by Python **types**. To start to understand how types work, teams should attend both to the _content_ of the data and how it is _represented_ (the syntax).\n", " - Teams should designate a notetaker to jot down questions and observations that arise in team discussion. \n", " - Remind teams to rotate the notetaker's role.\n", "\n", + "2. Explain that we will encounter a lot of unfamiliar syntax in this lesson, but that as in the previous lesson, the goal is to see code in action **before** we spend time learning why the code is written as it is (syntax). \n", + " - Define **syntax** as the way code is written in a particular language.\n", + " - Emphasize that the syntax will be covered in depth in the homework, and that there will be ample time to clarify and solidify understanding over the course of Python Camp.\n", + "\n", + "\n", + "\n", "------------------\n", "### The dataset\n", " \n", "Introduce the dataset and JSON format, and ensure everyone can open the JSON file in a notebook.\n", " \n", - "Note that the path given is relative to the notebook in the `/textbook/_build/html/_sources/notebooks/lessons` folder.\n", - "\n", "------------------\n", "\n", "### Navigating lists \n", @@ -128,39 +128,99 @@ "\n", "The following notebook has cells containing Python code for interacting with an external data file. \n", "\n", - "1. Before you begin, each team should designate a note taker to record answers to the questions for discussion (see below).\n", - "2. Read the section below, `Introducing the dataset`, and as a team, record any questions you have about it.\n", - "3. Run each cell of code in this notebook (by pressing `Control` + `Enter` on a PC, `Command` + `Return` on a Mac). The output of running the code will appear below the cell.\n", - "4. Each cell is accompanied by annotations, and in some cases, questions for discussion. Discuss your responses to these questions with your team. The note taker should brielfy document the conversation (including any further questions or points of confusion that arise).\n", - "5. Blank cells labeled `Try it out!` invite you to write your own code based on the provided examples. Run your code and discuss the output with your team.\n", - "6. Once everyone has worked through the notebook, we'll review the questions and your responses in the larger group.\n" + "1. Before you begin, each team should assign the following [roles](https://gwu-libraries.github.io/python-camp/guidelines.html#team-roles):\n", + " - **Notetaker** (records the outcome of team discussions)\n", + " - **Reporter** (speaks for the team when sharing out)\n", + " - **Advocate** (makes sure everyone has a chance to contribute)\n", + "2. Read the section below, [Getting to Know Your Data](i-getting-to-know-your-data), and as a team, do the exercises marked `Try it out!` and `For discussion`.\n", + "3. Teams will report out to the larger group.\n", + "4. You'll work through the code in the notebook as a team.\n", + " - Run each cell of code in this notebook (by pressing `Control` + `Enter` on a PC, `Command` + `Return` on a Mac). The output of running the code will appear below the cell.\n", + " - Each cell is accompanied by annotations, and in some cases, questions for discussion. Discuss your responses to these questions with your team. The note taker should brielfy document the conversation (including any further questions or points of confusion that arise).\n", + " - Blank cells labeled `Try it out!` invite you to write your own code based on the provided examples. Run your code and discuss the output with your team.\n", + "5. Once everyone has worked through the notebook, we'll review the questions and your responses in the larger group.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## I. Getting to Know Your Data\n", + "\n", + "### I.1 Data have structure" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} About the Data\n", + ":class: notes\n", + "\n", + "Over the next few days, we'll be working together on a dataset containing information about textbooks assigned by courses at GW for the Fall 2023 semester. \n", + "\n", + "Textbooks are linked from GW's [Schedule of Classes](https://my.gwu.edu/mod/pws/subjects.cfm?campId=1&termId=202303). (Note that we're using data for courses taught on the Foggy Bottom campus only.)\n", + "\n", + "The `Find Books` link under each course entry (see image below) leads to a page on the website of the GW Campus Store which contains a listing of textbooks for the course, along with the price of each book (through the GW Campus Store).\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{image} https://gwu-libraries.github.io/python-camp/img/schedule-of-classes.png\n", + ":alt: Screenshot of a row from the GW Schedule of Classes table, showing information for the course Consuming Asian America. The link with text \"Find Books\" is highlighted by a red box.\n", + ":width: 500px\n", + ":align: center\n", + "````" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## The dataset\n", + "````{admonition} Try it out!\n", + ":class: try-it-out\n", "\n", - "Over the next few days, we'll be working together on a dataset containing information about textbooks assigned by courses at GW for the Summer 2023 semester. \n", + "1. Take a moment to look at the [Schedule of Classes](https://my.gwu.edu/mod/pws/subjects.cfm?campId=1&termId=202303) and the linked textbook data.\n", "\n", - "This dataset might lend itself to uses like the following:\n", - " - Identifying courses with particularly high-cost textbooks\n", - " - Calculating the average cost of textbooks by instructor, department, etc.\n", - " - Identifying the publishers that supply the majority of textbooks used at GW\n", - " - Identifying instructors who assign textbooks they themselves have authored\n", + "2. As a team, discuss possible uses for data about courses and textbooks. Who are the potential users, and what purposes might they have for these data? Make notes on your answers. (We call these scenarios _user stories_.)\n", "\n", - "As you work through this exercise, make a note of any additional uses you can imagine for this data. These notes will come in handy later!\n", + "3. After generating a few user stories, discuss how you might organize such a dataset. Try not to focus too much on how the data is presented on the GW or GW Campus Store websites. Rather, given your user stories, and using what you know about courses and textbooks at GW, consider the following questions:\n", + " - What data elements would be useful to capture?\n", + " - How do those data elements relate to each other? (For example, a course might have multiple sections, and each section might have a separate instructor.)\n", + " - How would you structure (organize) a dataset so as to capture those relationships?\n", "\n", - "### Source\n", + "4. Make a drawing that models the data structure your team discussed in answer to the previous questions.\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} For the curious\n", + ":class: dropdown\n", "\n", "This dataset was obtained by scraping the [GW Bookstore](https://www.bkstr.com/georgewashingtonstore/shop/textbooks-and-course-materials) website. Because [web scraping](https://learning.oreilly.com/library/view/web-scraping-with/9781098145347/) is a rather advanced topic, we won't be covering that process in Python Camp.\n", "\n", - "The dataset was also pre-processed to simplify it somewhat (removing extraneous and redundant elements, etc.).\n", + "The dataset was also pre-processed to simplify it somewhat (removing extraneous and redundant elements, etc.)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### I.2 Data have a format\n", + "\n", + "When we talk about _data structure_, we mean _how the elements of a dataset relate to each other_. The structure describes something about that part of the world to which the data refer.\n", "\n", - "### Format\n", + "The _data format_, on the other hand, is how the dataset is represented by the computer. The same format can be used to represent many different kinds of data structures, just as data with a given structure can be represented in many different formats. (As an analogy, think about music: a Baroque fugue and a blues song have very different musical structures, but both can be recorded as an MP3, which in this case is the data format.)\n", "\n", - "The dataset is in {term}`JSON` format. JSON (usually pronounced *jay-sawn*) is a common format for sharing data on the web. It's not as concise or human-readable as some formats (e.g., CSV, which is often used for sharing tabular data). But it has a few advantages that make it popular with programmers:\n", + "The dataset we're using is in {term}`JSON` format. JSON (usually pronounced *jay-sawn*) is a common format for sharing data on the web. It's not as concise or human-readable as some formats (e.g., CSV, which is often used for sharing tabular data). But it has a few advantages that make it popular with programmers:\n", " - JSON data can be deeply nested, reflecting hierarchical relationships between data elements.\n", " - The JSON format comprises structures that map well onto the most common data structures used by modern programming languages. \n", " - The JSON syntax has a lot in common with languages like Python.\n", @@ -172,22 +232,50 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Loading the data\n", + "````{admonition} For discussion\n", + ":class: try-it-out\n", + "\n", + "Open the [GW bookstore dataset](https://go.gwu.edu/pythoncampdata) in your browser. As a team, discuss the following questions:\n", + "\n", + "1. What do you notice about the structure of this dataset? How are the various elements related to one another?\n", + "2. How does it compare to the model you drew in the previous exercise?\n", + "3. What data elements seem to be always present throughout the dataset?\n", + "4. Are there elements that appear only sometimes? If so, make a list of those.\n", + "5. Which elements might be useful for the user stories you developed in the first exercise?\n", + "6. Do you see any elements that suggest user stories you hadn't thought of?\n", + "\n", + "**Now draw the structure of this dataset, based on what you've observed.**\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## II. Working with Data in Code" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### II.1 Loading the dataset\n", "\n", "The code below will fetch data from a URL and save it locally as a file before loading the data in your notebook.\n", "\n", - "1. We {term}`import` a Python function called `urlretrieve` and a Python module called `json`. A module is just some external Python code that provides a particular functionality.\n", + "1. We {term}`import` a Python function called `urlretrieve` and a Python {term}`module` called `json`. \n", " - The `urlretrieve` function allows us to fetch data from a remote source and save a local copy.\n", " - The `json` module allows us to convert data in JSON format to Python types. (More on types below).\n", - "3. We use the `open` function to open a file in a directory called `data`. The file is called `bookstore-data-summer-2023.json`, where the `.json` extension indicates that this is a JSON-formatted file. (The file extension is part of the filename, like `docx` for Word documents or `.xlsx` for Excel spreadsheets.) \n", + "3. We use the `open` {term}`function` to open the file for reading. The file is called `bookstore-data.json`, where the `.json` extension indicates that this is a JSON-formatted file. (The file extension is part of the filename, like `.docx` for Word documents or `.xlsx` for Excel spreadsheets.) \n", "4. The file is assigned to the temporary variable `f`.\n", "5. We use the `json.load` {term}`method` to read the file (`f`). This method is specifically designed for JSON files; it won't work if the file does not contain data in valid JSON format. \n", - "6. The contents of the file, as processed by `json.load`, are assigned to a new variable, `bkst_data`." + "6. The contents of the file, as processed by `json.load`, are assigned to a new {term}`variable`, `bkst_data`." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -202,7 +290,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Navigating lists" + "### II.2 Navigating lists" ] }, { @@ -214,20 +302,9 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "list" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "type(bkst_data)" ] @@ -239,7 +316,7 @@ "````{admonition} Question\n", ":class: question\n", "\n", - "You have encountered a Python {term}`list` before. What was the name of the variable that held a list in the \"Choreographing Code\" exercise?\n", + "You have encountered a Python {term}`list` before. What was the name of the variable that held a list in the [Modeling Code](https://gwu-libraries.github.io/python-camp/notebooks/lessons/1_1_modeling_code.html) exercise?\n", "````" ] }, @@ -251,32 +328,16 @@ ":class: notes\n", "\n", "- Going forward, when referring to functions and their output, we will say that the function **returns** something.\n", - "- Every Python value has a defined {term}`type`.\n", + "- Every Python value has a defined type. Types you've encountered up to this point, and which you'll learn more about in tonight's homework, include {term}`integer`s, {term}`float`s, {term}`string`s, and {term}`list`s.\n", "- When we use the word {term}`variable`, we're generally referring to the combination of a name and a value. The name points to the value, which is located somewhere in memory. When we say, \"the variable `bkst_data` is a list,\" we mean that the value to which the name `bkst_data` points is represented in Python as a list. \n", "````" ] }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'department': 'ACA',\n", - " 'course': '6203',\n", - " 'section': '10',\n", - " 'instructor': 'Alexander Wild',\n", - " 'term_name': 'Summer 2023',\n", - " 'texts': []}" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "bkst_data[0]" ] @@ -309,19 +370,6 @@ "# Your code here" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{admonition} Questions\n", - ":class: question\n", - "\n", - "- What data elements do you see that might prove useful to our project (identifying courses with high- and low-cost textbooks)?\n", - "- What data elements do you have questions about?\n", - "\n", - "````" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -329,7 +377,7 @@ "````{admonition} Try it out!\n", ":class: try-it-out\n", "\n", - "For an example of course with assigned textbooks, look at the element in the 100th position in the list (at index 99).\n", + "For an example of course with assigned textbooks, look at the element in the 2nd position in the list (at index `[1]`).\n", "\n", "Note any additional data elements that might be useful, as well as any that you have questions about.\n", "\n", @@ -349,7 +397,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Navigating nested data" + "### II.3 Navigating nested data" ] }, { @@ -361,20 +409,9 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1250" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "len(bkst_data)" ] @@ -383,9 +420,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "There are 1,250 top-level elements in `bkst_data`. But each element contains other elements nested within it. \n", + "There are 4,970 top-level elements in `bkst_data`. But each element contains other elements nested within it. \n", "\n", - "Here we assign one of those elements -- the element in the 100th position -- to a new variable, `my_course`." + "Here we assign one of those elements -- the element in the 2nd position -- to a new variable, `my_course`." ] }, { @@ -394,20 +431,8 @@ "metadata": {}, "outputs": [], "source": [ - "my_course = bkst_data[99]\n", - "print(my_course)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{admonition} Question\n", - ":class: question\n", - "\n", - "Look back at how we initially defined this dataset. In terms of that definition, what does each top-level element in the `bkst_data` list represent? \n", - "\n", - "````" + "my_course = bkst_data[1]\n", + "my_course" ] }, { @@ -425,7 +450,7 @@ "source": [ "A single course is represented as a Python {term}`dictionary` (`dict`) within the `bkst_data` list. \n", "\n", - "As we saw in the previous activity, dictionaries allow us to store data in fields, similar to a database. The elements on the left-hand side of the colons are called **keys**, and the elements on the right-hand side of the colons are called **values**.\n", + "Dictionaries allow us to store data in fields, similar to a database. The elements on the left-hand side of the colons are called {term}`key`s, and the elements on the right-hand side of the colons are called {term}`value`s.\n", "\n", "Here the keys are strings; anything enclosed in quotation marks in Python is a {term}`string`.\n", "\n", @@ -434,20 +459,12 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "CHEM\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "my_dept = my_course['department']\n", - "print(my_dept)" + "my_dept" ] }, { @@ -492,20 +509,9 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "list" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "type(my_course['texts'])" ] @@ -514,39 +520,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This particular course/section has 7 entries under the `texts` heading." + "This particular course/section has three entries under the `texts` heading." ] }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "7" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(my_course['texts'])" - ] - }, - { - "cell_type": "markdown", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "````{admonition} Question\n", - ":class: question\n", - "\n", - "At this point, we have drilled down a few levels into our dataset, and things might be starting to look rather complicated. Take a moment with your team to sketch on paper the structure of our dataset so far. Draw it in whatever way feels most intuitive to you (without worrying about Python data types for the moment).\n", - "\n", - "````" + "len(my_course['texts'])" ] }, { @@ -556,7 +539,7 @@ "````{admonition} Try it out!\n", ":class: try-it-out\n", "\n", - "Use indexing to look at each of the items in the `my_books` variable below. With your team, revise your sketch/data diagram to reflect how course materials are represented in this dataset.\n", + "Use indexing to look at each of the items in the `my_books` variable below.\n", "\n", "````" ] @@ -567,8 +550,7 @@ "metadata": {}, "outputs": [], "source": [ - "my_books = my_course['texts']\n", - "my_books[0]" + "my_books = my_course['texts']" ] }, { @@ -584,13 +566,33 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Questions for Discussion\n", + "````{admonition} A note on nested data\n", + ":class: notes\n", "\n", - "1. We're ultimately interested in the cost of course materials as reported by the bookstore. Where do the relevant data elements reside within the structure we have been exploring?\n", + "Working with nested data can be a headache. Unfortunately, because of how databases tend to store data, there's a lot of it out there! Here's a rule of thumb that can help: when working with nested data, always try to keep track of the level at which you're working. Variables can be useful for this purpose. \n", + "\n", + "1. For instance, in the code above, the variable `bkst_data` holds a list of courses. \n", + "2. We point to a single course (the second) using the variable `my_course`. If we wanted to point to a different course, we could simply reassign the variable, e.g., `my_course = bkst_data[100]`. After running that bit of code, `my_course` would point to the 101st course in the list.\n", + "3. The `my_books` variable points to the list of textbooks associated with the course in `my_course` (either the second course or whatever other course we assigned to it). \n", + "\n", + "If you find visual analogies useful, think of our dataset as follows:\n", + "\n", + "- As a file cabinet, where each course corresponds to a separate drawer, and within each drawer, there is a folder containing sheets of paper about textbooks. (The folder may be empty.) \n", + "- As a series of nesting dolls, or boxes inside boxes. \n", + "- Or if you're a Marvel fan, as the multiverse, wherein each universe may or may not have its own version of your favorite superheroes.\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} A note on variable names\n", + ":class: notes\n", "\n", + "Note that it's purely a matter of convention that `my_course` uses the singular noun (\"course\") because it's pointing to a single course, and that `my_books` uses the plural (\"books\") because it's pointing to a list. These are helpful hints for the programmer, but they mean nothing to Python. We could name our variables `spiderman` and `doctor_strange`, if we wanted to, and they would work just as well (though _we_ might be more prone to make mistakes!).\n", "\n", - "2. Up to we've been looking at our data in terms of content and organization: thinking about what different elements represent, and how those elements relate to each other. Now take a few moments and look at the data in terms of **syntax**. \n", - " - With your team, make an inventory of the differents kinds of punctuation marks you see in the parts of the dataset you have examined, and discuss any patterns you notice in how punctuation is used." + "````" ] } ], diff --git a/textbook/notebooks/lessons/2_1_describing_the_team.ipynb b/textbook/notebooks/lessons/2_1_describing_the_team.ipynb index 1fc1e03..7f0c175 100644 --- a/textbook/notebooks/lessons/2_1_describing_the_team.ipynb +++ b/textbook/notebooks/lessons/2_1_describing_the_team.ipynb @@ -46,7 +46,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Structured data\n", + "## I. Structured data\n", "\n", "Like most programming languages, Python gives us various tools for organizing data, each of which involves certain tradeoffs.\n", "\n", @@ -64,14 +64,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "````{admonition} Questions\n", - ":class: question\n", + "````{admonition} For discussion\n", + ":class: try-it-out\n", "\n", "\n", "1. If you're going to the store to buy groceries, how do you generally keep track of the items you need? What pieces of information are relevant to this task?\n", "2. What about keeping track of the courses you're taking in a given semester?\n", "3. Many of us now rely on our phones to store our contacts (friends, family, etc.). What if you had to give up your phone for a month -- how would you organize your contacts? What would that look like?\n", - "4. If you were going to record some information about the members of your team, what information would you capture? Make a list of fields that the team can agree on.\n", + "4. If you were going to record some information about the members of your team, what information would you capture? **Make a list of fields that the team can agree on.**\n", + "\n", "````" ] }, @@ -79,48 +80,86 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Lists versus dictionaries\n", - "\n", - "In the examples above, we were talking about lists of things. But _not all lists are created equal_.\n", + "### I.1 Creating a list" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the homework, you split a single string containing some course information into a list of three strings. For example, by executing the code `\"CHEM 1001 10\".split()`, we get back the list `[\"CHEM\", \"1001\", \"10\"]`. In Python, we can put any valid Python values, or variables pointing to those values, inside of a list. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Try it out!\n", + ":class: try-it-out\n", "\n", - "For instance, in the homework, you worked with two different examples of a {term}`list`:\n", + "In the cell below, assign a variable called `my_team` to a new list containing the names of the members of your team. \n", "\n", - " 1. A list of book prices, where each item represented the price of a book. Beyond the price, there was no other information about the book to be gleaned from that list. \n", - " \n", - " 2. A list of courses. Each {term}`string` contained three pieces of information:\n", + "Then using that variable, print **the first name** in the list.\n", "\n", - " - a department code\n", + "````" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#Your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### I.2 Lists or dictionaries?\n", "\n", - " - a course number\n", - " \n", - " - and a section number.\n", - " \n", + "The examples above used lists of strings to hold some information. But note the difference between the two kinds of lists. The list you created holds a list of names, e.g.,\n", "\n", - "You used the list of course strings to create three separate lists: one for the department codes, one for the course numbers, and one for the section numbers. \n", + "```\n", + "my_team = [\"Alex\", \"Emily\", \"Marcus\", \"Max\"]\n", + "```\n", + "In this list, each of the elements conveys the same _kind_ of information; each element is a person's name. On the other hand, the list we created by splitting the course string contains three different kinds of information:\n", "\n", - "But it would be handy if we could keep track of those three pieces of information in the same place (using a single data structure). Managing three lists would, in this case, be cumbersome, and if we were dealing with a large number of courses, potentially error prone.\n", + "```\n", + "my_course = [\"CHEM\", \"1001\", \"10\"]\n", + "```\n", + "The first element is the department code, the second is the course number, and the third is the section number. But there's nothing in the list itself that tells us which is which. We just have to remember that the department code comes first, followed by the course number and then the section number. For this kind of data, it would be great if we could label each element, such that instead of writing\n", "\n", - "Let's see how Python dictionaries can help!" + "```\n", + "my_course[1]\n", + "```\n", + "to access the course number, we could write something like this:\n", + "```\n", + "my_course[\"course_num\"]\n", + "```\n", + "As you might have guessed, Python has just the thing for this kind of situation. It's called a {term}`dictionary`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Creating a dictionary to describe yourself\n", + "### I.3 Creating a dictionary to describe yourself\n", "\n", - "In this activity, you'll create a data structure to hold information about your team, and you'll write Python code to update it.\n", + "In this activity, you'll create a more complex data structure to hold information about your team, and you'll write Python code to update it.\n", "\n", - "First, create a Python dictionary to hold information about yourself. Follow the template below, but feel free to use the fields that your team agreed upon in the first activity (Question 4 above).\n", + "First, create a Python dictionary to hold information about yourself. Follow the template below, but feel free to add any additional fields that your team agreed upon in the first activity (Question 4 above). \n", "\n", "#### Dictionary template\n", "\n", "```\n", - "dolsy = {'name': 'Dolsy Smith',\n", - " 'job_title': 'Software Developer/Librarian',\n", - " 'gw_unit': 'GW Libraries & Academic Innovation',\n", - " 'email_address': 'dsmith@gwu.edu'}\n", - "```" + "dolsy = {\"name\": \"Dolsy Smith\",\n", + " \"email_address\": \"dsmith@gwu.edu\",\n", + " \"team_role\": \"advocate\",\n", + " \"years_at_gw\": 18}\n", + "```\n", + "Include your current role on your team, i.e., notetaker, reporter, or advocate." ] }, { @@ -151,12 +190,12 @@ ":class: note\n", "\n", "- Note the curly braces (`{}`) at the start and end of the dictionary. Python uses square brackets for lists and curly braces for dictionaries.\n", - "- The field names -- on the left side of the colon -- are called **keys**. \n", - "- The data on the right side of the colon are called **values**.\n", + "- The values on the left side of the colons are called {term}`key`s. \n", + "- The values on the right side of the colons are called {term}`value`s.\n", "- Keys are usually (but not always) Python strings.\n", "- Values can be strings, floats, integers, or any other valid Python data type.\n", "- Note the commas at the end of each line. These separate key-value pairs. It's not required to break the dictionary into multiple lines, but if you do, you must break after the comma.\n", - "- In the template, I assigned this dictionary of data about me to a {term}`variable` called `dolsy`. Assign your dictionary to whatever variable name you like.\n", + "- In the template, I assigned this dictionary of data about me to a variable called `dolsy`. Assign your dictionary to whatever variable name you like.\n", "````" ] }, @@ -164,14 +203,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Using dictionaries\n", + "### I.4 Using dictionaries\n", + "\n", + "If your dictionary was successfully created and assigned to a variable, you should be able to access the values by using their corresponding keys. Key are simply labels that point to values -- like the labels on a file folder, for instance.\n", "\n", - "If your dictionary was successfully created and assigned to a variable, you should be able to access the values by using their corresponding keys.\n", + "Keys allow us to access information within dictionaries according to the label (the key) we have assigned to it. Think about a file cabinet full of folders: such a structure would be pretty hard to use if we had to remember the position of every folder. But by affixing labels, we can easily find the folder we want, as long as the label makes sense as a guide to the folder's contents.\n", "\n", - "For instance, to print my email address, I'd do the following:\n", + "The dictionary is a similar concept. To retrieve and print my email address from the `dolsy` dictionary created above, I write the following code:\n", "\n", "```\n", - "print(dolsy['email_address'])\n", + "print(dolsy[\"email_address\"])\n", "```\n", "\n", "Note that here we surround the key with {term}`square brackets` rather than curly braces. The syntax is meant to remind you of how we access individual items in a list." @@ -202,31 +243,97 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Tabular data\n", + "Keys not only make it easy to access values in a dictionary. We can also use them to **add new values**. To add a key called `\"programming_languages\"` to my `dolsy` dictionary, I can write the following:\n", + "\n", + "```\n", + "dolsy[\"programming_languages\"] = \"Python\"\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Try it out!\n", + ":class: try-it-out\n", + "\n", + "Add the `\"programming_languages\"` key to your dictionary. If you know more than one programming language, instead of assigning the key to a string, go ahead and assign it to a list of strings, e.g., \n", + "\n", + "```\n", + "[\"Python\", \"R\", \"Javascript\"]\n", + "```\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} For discussion\n", + ":class: question\n", "\n", - "A single dictionary is a good way to represent something in the real world -- like a person, a course, or a textbook -- that has multiple properties or attributes. \n", + "The following table summarizes the key similarities and differences between lists and dictionaries in Python.\n", "\n", - "The dictionary's keys can help us organize the attributes by labels, just the way we might label the different elements of each entry in an addressbook: name, email address, phone number, etc.\n", + "||List|Dictionary|\n", + "|-|-|-|\n", + "|Holds multiple values|✓|✓|\n", + "|Access values by position|✓||\n", + "|Access values by key (e.g, label)||✓|\n", + "|Can retrieve multiple values by slicing|✓||\n", + "|Add new values by appending (adding to the end)|✓||\n", + "|Add new values by inserting a new key/value pair||✓|\n", "\n", - "You might also think of the dictionary keys as the column headings in a spreadsheet. In a spreadsheet, each row uses the same column headings, which allows us to do things like sort or filter the data by particular attributes. For example, if we covert our addressbook to an Excel file, assuming we have a column for email address, we can easily compute how many of our contacts have GW email addresses.\n", + "**Question**: What kinds of data do you think are more suitable for storing in lists? What kinds might be better suited to dictionaries? Discuss with your team and record your answers.\n", "\n", - "We call such a data structure **tabular** because it is organized as a table, i.e., with rows and columns." + "````" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Tabular data in Python\n", + "## II. Lists and dictionaries together" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We unlock the real power of a programming language like Python when we start to compose more complex structures out of the basic data types provided by the language. If lists and dictionaries in Python were mutually exclusive, we would quickly encounter the limits of those types. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} A thought experiment\n", + ":class: notes\n", "\n", - "How do we represent tabular data in Python? \n", + "Think about the few thousand courses taught every semester at GW. \n", + " - There are multiple pieces of information about each course that we might want to keep track of, like who's teaching it, what department it belongs to, etc. That structure might lend itself to a dictionary.\n", + " - But dictionaries have an important constraint: **each key in the dictionary must be unique**. \n", + " - How would we structure this course data as a dictionary? What would we use for keys?\n", + " - Alternately, if we were to use a list, what would the data structure look like?\n", "\n", - "There are some very handy Python libraries for working with tables, [pandas](https://pandas.pydata.org/) being one of the most popular. But we can also handle tabular data with just the Python types you've already encountered. \n", + "Discuss your thoughts with your team.\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### II.1 Nesting data\n", + "\n", + "There are many different ways to put lists and dictionaries together. When handling datasets like our list of courses, a common approach is to create a {term}`list of dictionaries`. \n", "\n", - "One common approach, which we will work through together, is to create a **list of dictionaries**. \n", + "You can think of this structure as similar to a spreadsheet.\n", "\n", - "- On the analogy with a spreadsheet, each dictionary in the list would be another row of the table. \n", - "- Each dictionary would have the same **keys** (with different **values**), corresponding to the data in the various columns of the spreadsheet." + "- Each dictionary is like a single row of the spreadsheet.\n", + "- Each dictionary has the same **keys** but different **values**.\n", + "- The keys correspond to the column names in the spreadsheet.\n", + "- The values correspond to the data in the cells under those columns." ] }, { @@ -278,7 +385,11 @@ "```\n", "Note that because I'm putting **variables** in this list, not strings, I don't use quotation marks. (I don't want to create a list of strings, but a list of dictionaries, each of which is represented by one of these variables.)\n", "\n", - "Then `print()` your list to confirm that it contains the data about your team.\n" + "To see the final result, run a code cell with just the name of your team variable in it, like so:\n", + "\n", + "```\n", + "my_team\n", + "```" ] }, { @@ -294,22 +405,120 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Modifying dictionaries in a list\n", + "### II.2 Working with nested data\n", "\n", - "Take a moment to congratulate yourself. You've just used Python to create a tabular dataset representing your team. \n", + "The `my_team` variable is a list of dictionaries, so it's a nested data structure. But the outer layer is still a Python list, so it has all the list behaviors you learned about in the lessons and homework for Day 1. \n", "\n", - "We can even save this dataset to a file so that it can be re-used later!\n", + "1. We can access a single element (a dictionary) by {term}`index`:\n", + "```\n", + "my_team[0]\n", + "```\n", + "2. We can even access multiple elements by slicing:\n", + "```\n", + "my_team[:2]\n", + "```\n", + "3. But what if we want to work with the values **inside** one of these dictionaries? We can access a value by key from the first dictionary like so:\n", + "```\n", + "my_team[0][\"email_address\"]\n", + "```\n", + "4. And we can add or update a value using the same syntax:\n", + "```\n", + "my_team[-1][\"role\"] = \"reporter\"\n", + "```\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Try it out!\n", + "\n", + "Try updating a few of the keys in a few of the dictionaries in your team list. The diagram below might help you conceptualize the syntax you need.\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{image} https://gwu-libraries.github.io/python-camp/img/nested-data.png\n", + ":alt: \"Image showing a box labeled my_team containing three smaller boxes, each containing key-value pairs and numbered sequentially from 0. Below that, a line of code, and boxes underneath pointing to each element -- a variable (a list), an index (2nd position in the list), a key (in the 2nd dictionary), and a new value (added to the 2nd dictionary).\"\n", "\n", - "But first let's add another piece of information to each team member's record.\n", + ":width: 500px\n", + ":align: center\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### II.3 Loops, lists, and dictionaries\n", + "\n", + "What if we want to add the same value to all of the dictionaries in our list? Let's say we want to add a \"programming_languages\" key to everyone on the team and assign it to \"Python.\" \n", + "\n", + "The following code might seem like it should work:\n", "\n", - "In the example above, I retrieved my email adddress by writing `dolsy['email_address']`, where `'email_address'` is a {term}`key` in the `dolsy` dictionary. \n", + "`my_team[\"programming_languages\"] = \"Python\"`\n", "\n", - "In a similar fashion, I can add a new key/value pair to my dictionary as follows:\n", + "But it doesn't. The variable `my_team` points to a list, and lists do not allow access by key, only by position. It doesn't matter that `my_team` points to a list _of dictionaries_; Python doesn't let us take that shortcut. \n", + "\n", + "So what do we do? We probably don't want manually to add the same key/value to every dictionary in our list. The following _would_ work, but it kind of defeats the point of programming:\n", "```\n", - "dolsy['programming_languages'] = ['Python']\n", + "my_team[0][\"programming_languages\"] = \"Python\"\n", + "my_team[1][\"programming_languages\"] = \"Python\"\n", + "my_team[2][\"programming_languages\"] = \"Python\"\n", + "# and so on\n", "```\n", + "For-tunately, we can reach for one of the most powerful tools in the programmer's toolkit, a tool that unlocks the superpower of the computer -- its capacity for mindless iteration -- with a humble, three-letter word." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Set it and for-get it\n", + ":class: notes\n", "\n", - "The foregoing code would add a {term}`list` containing one item -- the string `'Python'` -- to the `dolsy` dictionary, associating it with the key `'programming _languages'`. I'm using a list since it's conceivable that someone can know multiple programming languages." + "The {term}`for loop` is the most common looping construct in Python. It lets us loop over any collection -- that is, any data type that can contain multiple elements -- and work with each element in turn. Probably the most common use of the for loop is for looping over lists. \n", + "\n", + "In the code below, we use a for loop to print each team member's email address.\n", + "\n", + "````" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for member in my_team:\n", + " email = member[\"email_adress\"]\n", + " print(email)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Loop variables\n", + ":class: notes\n", + "\n", + "Note the variable `member` in the code immediately above. That's not a variable we've used before. In creating your `my_team` list, you probably used other variables, like this:\n", + "```\n", + "my_team = [dolsy, marcus, debbie, alex]\n", + "\n", + "```\n", + "A {term}`loop variable` is a special variable used in the context of a for loop. It's job is to point to each element in the list (or other collection) sequentially. \n", + "\n", + "Imagine that your're baking a cake that requires several ingredients, and you have a single measuring cup. You put each ingredient into the cup in order to measure it -- the cup is like a loop variable, because it gets reused with each ingredient. \n", + "\n", + "The body of the for loop -- the code underneath the line with `for`, the code that forms an {term}`indented block` -- will be executed as many times as there are elements in the list. Usually, the loop variable is used somehow within that indented block -- as in the code above, where we use the `member` variable to access the value of the `\"email_address\"` key in each dictionary, and use the latter as one of the {term}`arguments` to `print()`.\n", + "\n", + "````" ] }, { @@ -319,9 +528,11 @@ "````{admonition} Try it out!\n", ":class: try-it-out\n", "\n", - "Write a {term}`for loop` to add a `'programming_languages'` key, and the {term}`value` `['Python']`, to each dictionary in your list.\n", + "Write a for loop to add a `\"programming_languages\"` key, and the {term}`value` `[\"Python\"]`, to each dictionary in your `my_team` list. \n", + "\n", + "Enclose the string \"Python\" inside a list (by wrapping it in square brackets): that will let us add other languages later, should we need to.\n", "\n", - "Then print your list to confirm that the operation was successful.\n", + "Then display your list to confirm that the operation was successful.\n", "\n", "If you want additional help, consult this [Parsons' Problem](https://gwu-libraries.github.io/python-camp/parsons-problems/html/lessons-2-1-1.html).\n", "````" @@ -340,9 +551,11 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Saving a list of dictionaries in JSON format\n", + "## III. From Code to Data\n", + "\n", + "Congratulations! You've created a small dataset with information about your team. Now we'll save this dataset to your JupyterHub account so that we can use it later.\n", "\n", - "Now let's save our database to disk. We'll use the `json` module and the `open` function as we did on Day 1 (to load the GW Bookstore dataset), except that this time we'll be **writing** to the file, not reading from it.\n", + "We'll use the `json` module and the `open` function, just as we did in a previous lesson when loading the GW Bookstore dataset, except that this time we'll be **writing** to the file, not reading from it.\n", "\n", "First we {term}`import` the `json` library." ] @@ -364,7 +577,7 @@ "\n", "In the code below, I've used the variable `my_team` to refer to the list of dictionaries created above. If you named your list something different, use that name in place of `my_team`.\n", "\n", - "Note that we're saving the data to a file called `team-database.json`. The initial `./` indicates that this file will live in the same directory as this notebook." + "Note that we're saving the data to a file called `team-dataset.json`. The initial `./` indicates that this file will live in the same directory as this notebook." ] }, { @@ -373,8 +586,78 @@ "metadata": {}, "outputs": [], "source": [ - "with open('./team-database.json', 'w') as f:\n", - " json.dump(my_team, f)" + "with open('./team-dataset.json', 'w') as f:\n", + " json.dump(my_team, f, indent=4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Try it out!\n", + "\n", + "To confirm, look at the {term}`JSON` file you just created in your browser. \n", + "\n", + "**Note**: This will only work if you are using JupyterHub. If you're using Google Colab or another coding environment, please ask a facilitator for help with this step.\n", + "\n", + "1. Open a new tab.\n", + "2. Copy the URL from this tab and paste it in the new tab.\n", + "3. Remove the name of the notebook, `2_1_describing_the_team.ipynb`, and replace it with the name of the JSON file: `team-dataset.json`.\n", + "4. You should see the data displayed in your browser, just as when we first looked at the bookstore dataset.\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} One more thing\n", + ":class: try-it-out\n", + "\n", + "We're going to re-use these team datasets on Day 3. To prepare for that, your team's reporter should copy the data from the JSON as displayed in your browser and paste it into the Python Camp [shared notes document](https://docs.google.com/document/d/1QeKJNlFn-FJGnmhULs7MwHQVa-sRjNgG8sHDhLcomsU/edit).\n", + "\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Syntax review: Square brackets\n", + ":class: note\n", + "\n", + "Square brackets (`[]`) are used in Python in a few different situations. Learning to distinguish among them will help you read and write Python more efficiently.\n", + "\n", + "**Lists**\n", + "\n", + "When square brackets stand by themselves, i.e., not attached to the name of a variable or to a string, they delimit a list. A list may contain:\n", + " - Zero elements: `[]`\n", + " - One element: `[\"Python Camp\"]` (a list containing a single string)\n", + " - Multiple elements: `[1, 2, 3]` (a list containing three integers)\n", + "\n", + "When there are more than one element in a list, the elements are separated by commas. List elements may be any mix of Python data types: integers, floats, strings, even other lists! \n", + "\n", + "Think of the square brackets enclosing lists as the brackets that hold up a shelf. Like a shelf, a list allows us to arrange things sequentially (i.e., in order, one after the other) but provides no additional structure.\n", + "\n", + "**Indexing and slicing**\n", + "\n", + "Square brackets \"attached\" to a Python string or list are used for indexing or slicing. A single integer between brackets retrieves a single element (by position), and two integers, separated by a colon (`:`), retrieves multiple adjacent elements, e.g.,\n", + " - `\"Python\"[1]` --> `\"y\"`, because the index 1 corresponds to the second element. (Python indexing starts from 0.)\n", + " - `\"Python Camp\"[0:6]` --> `\"Python\"`, starting with the first element (index 0) and going _up to, but not including_, the 7th (the space). We could also write this as `\"Python Camp\"[:6]`, without the `0`, since we want a slice starting from the beginning of the string.\n", + "\n", + "The square brackets used for indexing/slicing are kind of like a window. They allow us to peek at one or more elements that are adjacent to one another.\n", + "\n", + "**Dictionary access**\n", + "\n", + "Square brackets \"attached\" to a Python dictionary should enclose a key to be found within the dictionary. Accessing a dictionary by key returns the value associated with that key. It's not possible to retrieve values for more than one key at a time. We also use this notation to add keys and values to dictionaries.\n", + " - `team_member[\"email_address\"]` retrieves the value associated with the `\"email_address\"` key in the `team_member` dictionary.\n", + " - `team_member[\"programming_language\"] = \"Python\"` assigns the string `\"Python\"` to the key `\"programming_language\"`. If the key already exists, its value will be overwritten.\n", + "\n", + "Wth dictionaries, the square brackets might remind you of the tab at the top of a file folder to which you can affix a label. \n", + "\n", + "````" ] } ], diff --git a/textbook/notebooks/lessons/2_2_programming_with_data.ipynb b/textbook/notebooks/lessons/2_2_programming_with_data.ipynb new file mode 100644 index 0000000..254815f --- /dev/null +++ b/textbook/notebooks/lessons/2_2_programming_with_data.ipynb @@ -0,0 +1,881 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Programming with Data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Objectives\n", + "\n", + "- To use lists, loops, and conditionals to answer basic questions about a dataset\n", + "- To design data structures with specific purposes (use cases) in mind" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "tags": [ + "instructor", + "remove-cell" + ] + }, + "source": [ + "
\n", + "\n", + "\n", + "## Lesson Plan\n", + "\n", + "Instructors should review the material in the `Preliminaries` section with the whole group, before giving teams their assignments.\n", + "\n", + "#### First exercise\n", + "\n", + "Solicit examples from the group. Make sure to demonstrate the case of equality, emphasizing the double equals sign, e.g.,\n", + "\n", + "`book_price == 55` \n", + "\n", + "It may help also to point out that just as we saw that it's not possible to add a `str` value and an `int` (or `float`), we also can't compare string and numeric types:\n", + "\n", + "```\n", + "'$55.99' > 60\n", + "```\n", + "The code above will produce a `TypeError`.\n", + "\n", + "-------------\n", + "\n", + "#### if statements\n", + "\n", + "Make sure to take questions at this point. In particular, the implications of the third rule above may not be immediately apparent to learners. An example may help:\n", + "\n", + "```\n", + "pub_price = 100.99\n", + "on_sale = True\n", + "if pub_price > 100 and on_sale:\n", + " retail_price = pub_price * 1.25\n", + "elif on_sale:\n", + " retail_price = pub_price * 1.35\n", + "else:\n", + " retail_price = pub_price * 1.40\n", + " \n", + "```\n", + "In this example, we calculate retail price from a publisher's price, using a markup percentage. The percentage to be applied depends on whether or not the book is on sale, with an extra discount for books over $100 that are on sale.\n", + "\n", + "If we didn't put the compound condition in the first position (`if pub_price > 100 and on_sale`), then sale books over $100 would not get the appropriate discount. \n", + "\n", + "----------------\n", + "\n", + "#### for loops/counter pattern\n", + "\n", + "(for instructors)\n", + "\n", + "Point out that the `print()` statements emphasize the fact that the `counter` variable is incremented by the loop, so that it goes from 0 to 1250 (the number of items in the list).\n", + "\n", + "Point out that this code essentially does the same thing as `len(bkst_data)`. \n", + "\n", + "-----------------\n", + "\n", + "\n", + "#### Team activity 1\n", + "\n", + "Solutions should look something like the following:\n", + "\n", + "```\n", + "with_texts = 0\n", + "for course in bkst_data:\n", + " if len(course['texts']) > 0:\n", + " with_texts += 1\n", + "print('Percentage of courses with textbooks:', with_texts / len(bkst_data)) \n", + "```\n", + "\n", + "Take a moment to review solutions from the teams before proceeding to the next activity. \n", + "\n", + "Highlight the levels of indentation involved with the `if` statement.\n", + "\n", + "------------------\n", + " \n", + "#### Team activity 2\n", + "\n", + "Have each team share either their solution OR where they go stuck (if they did not find a solution).\n", + "\n", + "The following code represents one possible solution:\n", + "```\n", + "most_expensive = 0 # Initialize variable to track most expensive seen\n", + "for course in bkst_data: # Loop over courses (outer loop)\n", + " for text in course['texts']: # Loop over textbooks (inner loop)\n", + " price = float(text['price_display'][1:]) # Slice string, convert to float\n", + " if price > most_expensive: # Compare this price with most expensive\n", + " most_expensive = price # Update if necessary\n", + "print('Most expensive textbook costs', most_expensive)\n", + "```\n", + "It may be worth pointing out that when `course['texts']` is empty, the line `for book in course['texts']:` will simply exit without iterating (as opposed to throwing an error). This is useful, since it means we don't need explicitly to check for a list length > 0.\n", + "\n", + "------------------\n", + "\n", + "#### Team activity 3\n", + "\n", + "Possible solution to the first question: Can you and your team adapt the preceding solution so as to identify _the course_ with the most expensive textbook? \n", + "\n", + "\n", + "```\n", + "most_expensive = 0 \n", + "most_exp_course = {}\n", + "for course in bkst_data: \n", + " for text in course['texts']: \n", + " price = float(text['price_display'][1:]) \n", + " if price > most_expensive: \n", + " most_expensive = price \n", + " most_exp_course = course\n", + "print('Course with the most expensive textbook:', most_exp_course) \n", + "```\n", + "\n", + "Possible solution to the second above: What about the _title_ and _author_ of the most expensive textbook?\n", + "\n", + "```\n", + "most_expensive = 0 \n", + "most_exp_text = {}\n", + "for course in bkst_data: \n", + " for text in course['texts']: \n", + " price = float(text['price_display'][1:]) \n", + " if price > most_expensive: \n", + " most_expensive = price \n", + " most_exp_text['title'] = text['title']\n", + " most_exp_text['author'] = text['author']\n", + "print('The most expensive textbook:', most_exp_text) \n", + "```\n", + "\n", + "If teams get stuck, it may help to explain that all this problem requires is the use of an additional variable to keep track of which course/text is the most expensive. It is perhaps most straightfoward to create a dictionary for this second variable, since the information that we want (describing the course and/or the text) is already in this form. \n", + "\n", + "#### Wrap up\n", + "\n", + "Review how to submit the homework to GH classroom.\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Taking stock\n", + ":class: notes\n", + "\n", + "At this point, you've covered _almost_ all the essential parts of the Python language. In particular, you have practiced\n", + "\n", + "- Using integers, floats, and strings to represent numbers and text\n", + "- Creating lists to store multiple pieces of information\n", + "- Creating dictionaries to store information in a more structured way\n", + "- Using for loops to manipulate nested data structures\n", + "- Writing functions to organize code in a logical way and reduce redundancy\n", + "\n", + "With these tools, you have almost everything you need to write Python code for \"real-world\" situations, like analyzing a dataset. \n", + "\n", + "Today you'll equip yourself with a couple more tools, and then you and your team will start to tackle some more complex problems with Python.\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} A reminder\n", + ":class: notes\n", + "\n", + "But if you feel a little overwhelmed at this point, that's to be expected! Learning a programming language, especially your first language, can be a long process, with periods of excitement alternating with periods of frustration. \n", + "\n", + "As we forge ahead today and tomorrow, please keep these two things in mind:\n", + "1. You should be proud of yourself for having made it this far!\n", + "2. When you feel stuck, try to have compassion for yourself, take a deep breath, and even walk away for a bit if you need to. \n", + "\n", + "Human minds are not computers. When a computer program gets stuck, it means that something's off -- an error in the code, a hardware issue, an unexpected piece of data -- and the program won't work until the problem has been fixed (usually, by outside intervention). But when the human mind feels stuck, that is usually a sign that learning is happening. Today's frustrations pave the way for tomorrow's epiphanies. \n", + "\n", + "Learning means getting stuck, and sticking with it.\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## I. What if?\n", + "\n", + "Programming is a powerful tool because it can respond to different situations, provided we can anticipate them. The real world is full of variation, and useful programs are those that account for some amount of variation. After all, it would hardly be efficient if we had to re-write our code from scratch whenever we encountered a new dataset, for instance, or if we had no way of dealing with different users' preferences.\n", + "\n", + "Conversely, think of how frustrating it is to encounter an application or a website that doesn't seem designed to let you do what it seems obvious that you should be able to do with it. \n", + "\n", + "At the core of the programmer's ability to anticipate and cope with variable user preferences, data structures, and computing environments is {term}`conditional logic`. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### I.1 Conditionals & Boolean values\n", + "\n", + "In a very abstract sense, a computer is a machine for implementing binary logic. In binary logic, the only values allowed are `1`'s and `0`'s, which represent `True` and `False`, respectively. \n", + "\n", + "Thus, at some level, _everything_ we do in computation can be reduced to `True` or `False` (from the computer's perspective). But from a programmer's perspective, this usually only matters in situations where we want the program to do different things based on certain conditions that may or may not obtain. These cases are called {term}`Boolean expression`s. \n", + "\n", + "For instance, we can tell Python to compare two numbers, using the standard operators you might remember from your math courses: greater than, less than, equal to, etc.\n", + "\n", + "Note that in Python, we represent equality by the **double equals sign** (`==`). A single equals sign is reserved for {term}`variable` assignment." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Running the code below should return `True`, which is one of two special Python values called {term}`Boolean value`s (so named because the binary logic that computers implement was invented by the mathematician George Boole)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "book_price = 55.99 # Assignment: single equals sign\n", + "book_price < 60" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Try it out!\n", + ":class: try-it-out\n", + "\n", + "Write an expression with the `book_price` variable that returns `False`.\n", + "\n", + "````" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### I.2 `if` statements\n", + "\n", + "Usually, we want to do more than evaluate whether an expression (like `book_price < 60`) is `True` or `False`. Usually, we want the program to _take some action_ based on the outcome of that evaluation.\n", + "\n", + "For this, we use an {term}`if statement`. \n", + "\n", + "To print a message **if** the value of the `book_price` variable is above a certain threshhold, we can write the following:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "if book_price > 100:\n", + " print(\"That's an expensive textbook!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Running the code above produces no output, at least not if `book_price` is assigned as above (to the {term}`float` value `55.99`). \n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Try it out!\n", + ":class: try-it-out\n", + "\n", + "Change the value of `book_price` in the preceding code cell so that the condition is `True`.\n", + "````" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#Your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1.3 Iffy operations\n", + "\n", + "What if we want to check for books within a certain range of prices? \n", + "\n", + "We can use the {term}`Boolean operator` `and` to do this. The `and` keyword links two conditions: if both sub-conditions are `True`, then the whole condition (with the `and`) is also `True`. Otherwise, it is `False`. \n", + "\n", + "The other common Boolean operators are `or` and `not`. `or` is `True` if _at least one_ sub-condition is `True`. `not` flips (inverts) a condition: so `not True` is `False`.\n", + "\n", + "The following truth table summarizes the basic results of using `and` and `or` with two variables, `A` and `B`. Assume both `A` and `B` refer to some Boolean expression, such as `4 < 5` (which would be `True`) or `1 == 2` (which would be `False`).\n", + "\n", + "|A|B|Operator|Result|\n", + "|-|-|-|-|\n", + "|True|True|and|True|\n", + "|True|True|or|True|\n", + "|True|False|and|False|\n", + "|False|True|and|False|\n", + "|True|False|or|True|\n", + "|False|True|or|True|\n", + "|False|False|and|False|\n", + "|False|False|or|False|" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "book_price = 55.99\n", + "if book_price >= 20 and book_price <= 100:\n", + " print(\"Not too expensive\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In the examples above, our code either performed an action or not, depending on a single condition. We can also specify multiple conditions, only one of which can be true. For example, if `book_price` is between `20` and `100`, the following code will print `Not too expensive`), but it will print other messages if `book_price` is less than `20` or greater than `100`." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Not too expensive\n" + ] + } + ], + "source": [ + "if book_price >= 20 and book_price <= 100:\n", + " print(\"Not too expensive\")\n", + "elif book_price < 20:\n", + " print(\"That's a relatively cheap textbook.\")\n", + "else:\n", + " print(\"That's an expensive textbook!\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Notes\n", + ":class: notes\n", + "\n", + "Here are some rules of thumb for writing `if` statements in Python:\n", + "- You can have as many `elif` statements as you want, provided they follow an `if` statement.\n", + "- The `else` statement is a catch-all: it will be executed if none of the preceding `if` or `elif` statements evaluates to `True`.\n", + "- Otherwise, the _first_ `if`/`elif` statement that is `True` will be executed, and _all the rest_ will be ignored. In other words, if the conditions you're testing for are not mutually exclusive, you should write the most specific test first. \n", + "- Each `if`/`elif`/`else` statement ends with a colon and is followed by an indented {term}`block` of code. This is the same pattern we saw with `for` loops. \n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Try it out!\n", + ":class: try-it-out\n", + "\n", + "Take another look at our [bookstore dataset](https://go.gwu.edu/pythoncampdata) as JSON. As you might recall, some but not all courses have textbooks listed. Courses that lack textbooks have a `texts` key that points to an empty Python list (`[]`).\n", + "\n", + "How could you write an `if` statement to determine whether a given course has any textbooks associated with it in our dataset? \n", + "\n", + "The first code cell below defines a variable `course` and assigns it to a dictionary for a course with textbooks. Run this code, then write some code in the cell below to check whether the `course` variable has any textbooks. **Your code should print the price of the first textbook if any textbooks are listed. Otherwise, your code should print a message like `\"No textbooks found\"`.**\n", + "\n", + "Once you've written your code, run the third code cell below, which re-assigns the `course` variable to a dictionary for a course **without** textbooks. Re-run your code cell to make sure that your code works for both situations.\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{hint}\n", + ":class: dropdown\n", + "\n", + "To find the length of a list, you can use the built-in `len()` function.\n", + "\n", + "The length of an empty list is 0, so `len([]) == 0` is `True`.\n", + "\n", + "````" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "course = {\"department\": \"IAFF\",\n", + " \"course_num\": \"1002\",\n", + " \"section\": \"10\",\n", + " \"instructor\": \"Adas\",\n", + " \"texts\": [{\"title\": \"International Affairs: Theories and Practice\",\n", + " \"author\": \"Janice Witherspoon\",\n", + " \"publisher\": \"Addison/Wesley\",\n", + " \"price_display\": \"$100.75\"}]} " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#Your code here" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "course = {\"department\": \"IAFF\",\n", + " \"course_num\": \"1001\",\n", + " \"section\": \"10\",\n", + " \"instructor\": \"Jaffrey\",\n", + " \"texts\": []}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## II. Loops & conditionals" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### II.1 Counting with loops\n", + "\n", + "A very common use of a {term}`for loop` in Python is to count, aggregate, or otherwise keep track of certain values when processing a list. \n", + "\n", + "We've seen a version of this pattern before: in the homework, you use a loop to convert some prices from strings to floats and then to adjust the price with sales tax. You collected the adjusted prices in a new list.\n", + "\n", + "In the example below, we'll use this pattern to keep track of a single value. The value we're tracking will simply be the number of items in the list.\n", + "\n", + "We'll use our bookstore dataset, so the first step is to read the file into Python from disk." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "from urllib.request import urlretrieve\n", + "import json\n", + "urlretrieve('https://go.gwu.edu/pythoncampdata', 'bookstore-data.json')\n", + "with open('bookstore-data.json') as f:\n", + " bkst_data = json.load(f)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} A recipe for counting\n", + ":class: notes\n", + "\n", + "To use this pattern, you usually have at least _three_ variables to deal with:\n", + "1. The variable that holds your list (`bkst_data`)\n", + "2. A loop variable (`course` in the code below)\n", + "3. A **variable defined before the loop** that will be used to track or accumulate values. Since this loop is just counting items, we'll call this variable `counter`. We set `counter` initially to `0`, since before we run the loop, we haven't counted any items.\n", + "\n", + "Note also that `counter += 1` is shorthand for `counter = counter + 1`. Either way of writing that expression is fine.\n", + "````" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "counter = 0\n", + "print(\"Counter before loop\", counter)\n", + "for course in bkst_data:\n", + " counter += 1\n", + "print(\"Counter after loop\", counter)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Question\n", + "\n", + "After running the code above, discuss it with your team. Do you know of another way to accomplish the same thing? \n", + "\n", + "Hint: think about the built-in Python functions you've already encountered.\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### II.2 Counting with conditionals\n", + "\n", + "Admittedly, there are more concise ways to calculate the length of a list than using the for loop and the `counter` variable above. But what if we wanted to count something a bit more complex? " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Try it out!\n", + ":class: try-it-out\n", + "\n", + "Building on the recipe above, can you write some code to count how many courses in our bookstore dataset **have textbooks**? \n", + "\n", + "````" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#Your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## III. Working with data\n", + "\n", + "Now you have seen how lists, loops, conditionals, and variables work together to allow us to perform non-trivial computations with data. The next step is to develop your programmer's intuition by putting these tools into practice with more complex tasks.\n", + "\n", + "As a team, you should work through the exercises below. For each exercise, there's a suggestion for a both a **less challenging** and a **more challenging** approach. **Before starting each exercise, each team should discuss the approach they plan to take.** If everyone in the group feels up to the more challenging version of the exercise, you're welcome to skip the less challenging version. But if not everyone feels up to the former, we strongly recommend starting **as a team** with the less challenging approach. Extra practice never hurts!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} A less challenging dataset\n", + ":class: notes\n", + "\n", + "Our bookstore dataset has a few thousand elements and a non-trivially nested structure. For a less challenging dataset, you can use the **team dataset** you produced during Day 2's activity \"Describing the Team.\" Assuming you saved that dataset to a JSON file on JupyterHub called `team-dataset.json`, the following code should open the file and store its contents in a variable called `my_team`.\n", + "\n", + "````" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "with open(\"./team-dataset.json\") as f:\n", + " my_team = json.load(f)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Can't find your team data?\n", + "\n", + "If the code above shows a `FileNotFound` error, you can use a prepared dataset that has more or less the same structure as your team dataset (with randomly generated names).\n", + "\n", + "Copy the code below into a new code cell and run it:\n", + "\n", + "```\n", + "urlretrieve('https://go.gwu.edu/pythoncampdata2', 'team-dataset-prepared.json')\n", + "with open('team-dataset-prepared.json') as f:\n", + " my_team = json.load(f)\n", + "```\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### III.1 Computing averages\n", + "\n", + "We can compute an average by dividing some total quantity by the number of occurences of each quantity. For instance, let's say we have a list `prices` defined as follows:\n", + "```\n", + "prices = [100.5, 75, 85.75, 90, 55]\n", + "```\n", + "We can compute the average price like this:\n", + "```\n", + "avg_price = sum(prices) / len(prices)\n", + "```\n", + "Note that the `sum()` function works only on numeric types (integers and floats)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Try it out!\n", + ":class: try-it-out\n", + "\n", + "**Less Challenging**\n", + "\n", + "Each dictionary in your team dataset should include a key `\"years_at_gw\"`. Calculate the average number of years at GW for members of your team.\n", + "\n", + "**More Challenging**\n", + "\n", + "Calculate the average cost of a textbook in the bookstore dataset. \n", + "\n", + "````" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "solution2": "hidden", + "solution2_first": true + }, + "outputs": [], + "source": [ + "# Your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "solution2": "hidden" + }, + "source": [ + "````{hint}\n", + ":class: dropdown\n", + "\n", + "For the **less challenging** version of the problem, you might take this approach:\n", + "\n", + "1. Define a variable called `total_years`.\n", + "2. Use a {term}`for loop` to iterate over the `my_team` list.\n", + "3. For each `member` in `my_team` (assuming `member` is your {term}`loop variable`), add the value of `member[\"years_at_gw\"]` to the `total_years` variable.\n", + "4. Outside the loop, divide the `total_years` variable by the length of the `my_team` list.\n", + "\n", + "For the more **challenging version**, a similar approach could work, with these differences:\n", + "\n", + "- Each textbook's price corresponds to the `\"price_display\"` {term}`key` of a {term}`dictionary`. These dictionaries are stored in a list nested under the dictionary corresponding to each course. \n", + "- Because there are two levels of list -- a list of courses, and under each course, a list of textbooks -- you'll probably want to use a nested for loop.\n", + "- Each price is stored as a string, so you'll want to **convert it to a float** before doing any math with it.\n", + "- You'll also need to keep track -- perhaps in a separate variable -- of the total number of textbooks. Note that `len(bkst_data)` will return the number of **courses**, not the number of textbooks.\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### III.2 Finding the maximum and minimum \n", + "\n", + "For this exercise, feel free to reuse and modify the code you write for exercise III.1." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Try it out!\n", + ":class: try-it-out\n", + "\n", + "**Less challenging**\n", + "\n", + "Use your team dataset to identify the team member with **the longest name** (the string containing the most characters). \n", + "\n", + "**More challenging**\n", + "\n", + "Identify the most expensive and/or the least expensive **textbook** in the bookstore dataset.\n", + "````" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{hint}\n", + ":class: dropdown\n", + "\n", + "This exercise is subtly different from the first. When finding the average, we were computing a single number. Here we want to find the **data element** that satisfies the criterion (e.g., max or minimum price, maximum length of name). \n", + "\n", + "The following considerations may prove important:\n", + "\n", + "1. We'll need to keep track of **both** the maximum (or minumum) value we've seen so far (e.g., price, name length), **and** the textbook or team member associated with that value. One way to do that is to define two variables **outside** of the for loop, for instance:\n", + "```\n", + "max_price = 0\n", + "most_expensive_textbook = {}\n", + "```\n", + "2. **Inside** the for loop -- or the inner for loop, if you're working with the textbook data -- you may want to use an {term}`if statement` to compare the current value to the maximum value you've seen so far, and to update the latter accordingly. \n", + "3. You need to decide how to handle situations where there is more than one data element satisfying the maximum/minimum criterion. One option is to define the variable `most_expensive_textbook` (or `longest_name`) **as a list**, and then to use the list's **append()** method to add a new element to it whenever one satisfies the criterion.\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### III.3 Restructuring Data\n", + "\n", + "When working with data, sometimes we're not trying to find a single answer, like the average price of textbooks or the most expensive textbook. Rather, we want to transform our dataset to make it more useful in answering multiple questions.\n", + "\n", + "In building your team dataset and analyzing the bookstore dataset, you've worked with lists of dictionaries, which is a fairly common data structure you'll encounter in Python (and other languages). It's probably the most intuitive way, for instance, to represent data from a spreadsheet or other tabular format.\n", + "\n", + "The only problem with a list in Python is that as the list grows longer, finding individual elements becomes less efficient. In such cases, it might be more useful to store the data in a dictionary. Even in a **dictionary of dictionaries**, if your data happens to be nested!" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Try it out!\n", + ":class: try-it-out\n", + "\n", + "**Less challenging**\n", + "\n", + "Convert the team dataset into a Python dictionary, where each {term}`key` is the team member's name, and the associated {term}`value` is the information you've collected about that team member.\n", + "\n", + "**More challenging**\n", + "\n", + "Imagine that you're managing the bookstore's data, and you get a request from GW Libraries for a dataset they can use to look up books by ISBN. (The [ISBN](https://en.wikipedia.org/wiki/ISBN) is the _International Standard Book Number_; most commercially books published today have an ISBN, which serves as the book's unique identifier.)\n", + "\n", + "Create a Python dictionary out of all the textbooks in the bookstore dataset, where the keys are ISBN's, and the values contain the information about each book. If a book lacks an ISBN, you can leave it out of the dicionary.\n", + "````" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "# Your code here" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{hint}\n", + "\n", + "To visualize the transformation of the team dataset, the following visual model might be useful:\n", + "\n", + "```{image} https://gwu-libraries.github.io/python-camp/img/list-to-dict.png\n", + ":alt: Diagram with two larger boxes, with three smaller nested inside each. Each smaller box contains labels and information asosciated with each label. The smaller nested boxes are labeled with numbers (0, 1, 2) in the first larger box, representing items in a list, and are labeled with names (Alex, Max, Josh) in the second, representing a dictionary. A large red arrow is pointing from the list box to the dictioanry box\n", + ":width: 250px\n", + ":align: center\n", + "```\n", + "\n", + "You can accomplish this with a single for loop. For the bookstore dataset, the procedure is similar, but you will need to use a nested for loop (because textbooks are nested under courses).\n", + "\n", + "````" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once you have created your new, dictionary-based dataset, you should be able to use it look up items by their identifier. \n", + "\n", + "For instance, if `my_team_dict` is a dictionary of information about your team, you should be able to write `my_team_dict[\"Alex\"]` to call up the information about a team member named Alex.\n", + "\n", + "And if `isbn_text_dict` is a dictionary of textbooks stored by ISBN, you should be able to enter something like `isbn_text_dict[\"9782370210371\"]` to retrieve the information about that particular book (_Regarde les Lumieres mon Amour_)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Wrap up\n", + "\n", + "Today you did the following:\n", + "\n", + "- Used Python dictionaries to store and update data about your team.\n", + "- Used conditionals, for loops, and the \"counter\" pattern to answers basic questions about a dataset.\n", + "- Transformed the structure of a dataset to facilitate a different kind of access. \n", + "\n", + "In the homework tonight, you'll practice some techniques for troubleshooting code when errors arise.\n", + "\n", + "And tomorrow, for the final day of Python Camp, you'll work with your team to design and write some code from scratch to address a user story that your team comes up with." + ] + } + ], + "metadata": { + "celltoolbar": "Tags", + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.4" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/textbook/notebooks/lessons/2_2_querying_data.ipynb b/textbook/notebooks/lessons/2_2_querying_data.ipynb deleted file mode 100644 index c384ad4..0000000 --- a/textbook/notebooks/lessons/2_2_querying_data.ipynb +++ /dev/null @@ -1,629 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Querying Textbook Data" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Objectives\n", - "\n", - "- To use lists, loops, and conditionals to answer basic questions about a dataset\n", - "- To design data structures with specific purposes (use cases) in mind" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "tags": [ - "instructor", - "remove-cell" - ] - }, - "source": [ - "
\n", - "\n", - "\n", - "## Lesson Plan\n", - "\n", - "Instructors should review the material in the `Preliminaries` section with the whole group, before giving teams their assignments.\n", - "\n", - "#### First exercise\n", - "\n", - "Solicit examples from the group. Make sure to demonstrate the case of equality, emphasizing the double equals sign, e.g.,\n", - "\n", - "`book_price == 55` \n", - "\n", - "It may help also to point out that just as we saw that it's not possible to add a `str` value and an `int` (or `float`), we also can't compare string and numeric types:\n", - "\n", - "```\n", - "'$55.99' > 60\n", - "```\n", - "The code above will produce a `TypeError`.\n", - "\n", - "-------------\n", - "\n", - "#### if statements\n", - "\n", - "Make sure to take questions at this point. In particular, the implications of the third rule above may not be immediately apparent to learners. An example may help:\n", - "\n", - "```\n", - "pub_price = 100.99\n", - "on_sale = True\n", - "if pub_price > 100 and on_sale:\n", - " retail_price = pub_price * 1.25\n", - "elif on_sale:\n", - " retail_price = pub_price * 1.35\n", - "else:\n", - " retail_price = pub_price * 1.40\n", - " \n", - "```\n", - "In this example, we calculate retail price from a publisher's price, using a markup percentage. The percentage to be applied depends on whether or not the book is on sale, with an extra discount for books over $100 that are on sale.\n", - "\n", - "If we didn't put the compound condition in the first position (`if pub_price > 100 and on_sale`), then sale books over $100 would not get the appropriate discount. \n", - "\n", - "----------------\n", - "\n", - "#### for loops/counter pattern\n", - "\n", - "(for instructors)\n", - "\n", - "Point out that the `print()` statements emphasize the fact that the `counter` variable is incremented by the loop, so that it goes from 0 to 1250 (the number of items in the list).\n", - "\n", - "Point out that this code essentially does the same thing as `len(bkst_data)`. \n", - "\n", - "-----------------\n", - "\n", - "\n", - "#### Team activity 1\n", - "\n", - "Solutions should look something like the following:\n", - "\n", - "```\n", - "with_texts = 0\n", - "for course in bkst_data:\n", - " if len(course['texts']) > 0:\n", - " with_texts += 1\n", - "print('Percentage of courses with textbooks:', with_texts / len(bkst_data)) \n", - "```\n", - "\n", - "Take a moment to review solutions from the teams before proceeding to the next activity. \n", - "\n", - "Highlight the levels of indentation involved with the `if` statement.\n", - "\n", - "------------------\n", - " \n", - "#### Team activity 2\n", - "\n", - "Have each team share either their solution OR where they go stuck (if they did not find a solution).\n", - "\n", - "The following code represents one possible solution:\n", - "```\n", - "most_expensive = 0 # Initialize variable to track most expensive seen\n", - "for course in bkst_data: # Loop over courses (outer loop)\n", - " for text in course['texts']: # Loop over textbooks (inner loop)\n", - " price = float(text['price_display'][1:]) # Slice string, convert to float\n", - " if price > most_expensive: # Compare this price with most expensive\n", - " most_expensive = price # Update if necessary\n", - "print('Most expensive textbook costs', most_expensive)\n", - "```\n", - "It may be worth pointing out that when `course['texts']` is empty, the line `for book in course['texts']:` will simply exit without iterating (as opposed to throwing an error). This is useful, since it means we don't need explicitly to check for a list length > 0.\n", - "\n", - "------------------\n", - "\n", - "#### Team activity 3\n", - "\n", - "Possible solution to the first question: Can you and your team adapt the preceding solution so as to identify _the course_ with the most expensive textbook? \n", - "\n", - "\n", - "```\n", - "most_expensive = 0 \n", - "most_exp_course = {}\n", - "for course in bkst_data: \n", - " for text in course['texts']: \n", - " price = float(text['price_display'][1:]) \n", - " if price > most_expensive: \n", - " most_expensive = price \n", - " most_exp_course = course\n", - "print('Course with the most expensive textbook:', most_exp_course) \n", - "```\n", - "\n", - "Possible solution to the second above: What about the _title_ and _author_ of the most expensive textbook?\n", - "\n", - "```\n", - "most_expensive = 0 \n", - "most_exp_text = {}\n", - "for course in bkst_data: \n", - " for text in course['texts']: \n", - " price = float(text['price_display'][1:]) \n", - " if price > most_expensive: \n", - " most_expensive = price \n", - " most_exp_text['title'] = text['title']\n", - " most_exp_text['author'] = text['author']\n", - "print('The most expensive textbook:', most_exp_text) \n", - "```\n", - "\n", - "If teams get stuck, it may help to explain that all this problem requires is the use of an additional variable to keep track of which course/text is the most expensive. It is perhaps most straightfoward to create a dictionary for this second variable, since the information that we want (describing the course and/or the text) is already in this form. \n", - "\n", - "#### Wrap up\n", - "\n", - "Review how to submit the homework to GH classroom.\n", - "\n", - "
" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Preliminaries\n", - "\n", - "Before we return to our textbook dataset, we will introduce one new piece of Python syntax and review a common programming pattern. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Conditionals & Boolean values\n", - "\n", - "In a very abstract sense, a computer is a machine for implementing binary logic. In binary logic, the only values allowed are `1`'s and `0`'s, which represent `True` and `False`, respectively. \n", - "\n", - "Thus, at some level, _everything_ we do in computation can be reduced to `True` or `False` (from the computer's perspective). But from a programmer's perspective, this usually only matters in situations where we want the program to do different things based on certain conditions that may or may not obtain. These cases are called **conditional expressions**. \n", - "\n", - "For instance, we can tell Python to compare two numbers, using the standard operators you might remember from your math courses: greater than, less than, equal to, etc.\n", - "\n", - "Note that in Python, we represent equality by the **double equals sign** (`==`). A single equals sign is reserved for {term}`variable` assignment." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Running the code below should return `True`, which is one of two special Python values called **Boolean values** (so named because the binary logic that computers implement was invented by the mathematician George Boole)." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "book_price = 55.99 # Assignment: single equals sign\n", - "book_price < 60" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{admonition} Try it out!\n", - ":class: try-it-out\n", - "\n", - "Write an expression with the `book_price` variable that returns `False`.\n", - "\n", - "````" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "# Your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### `if` statements\n", - "\n", - "Usually, we want to do more than evaluate whether an expression (like `book_price < 60`) is `True` or `False`. Usually, we want the program to _take some action_ based on the outcome of that evaluation.\n", - "\n", - "For this, we use an **if statement**. \n", - "\n", - "To print a message if the value of the `book_price` variable is above a certain threshhold, we can write the following:" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "if book_price > 100:\n", - " print(\"That's an expensive textbook!\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Running the code above produces no output, at least not if `book_price` is assigned as above (to the {term}`float` value `55.99`). \n", - "\n", - "If we change the value of `book_price` so that the condition is `True`, we should see the intended message:" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "That's an expensive textbook!\n" - ] - } - ], - "source": [ - "book_price = 101.99\n", - "if book_price > 100:\n", - " print(\"That's an expensive textbook!\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "What if we want to check for books within a certain range of prices? \n", - "\n", - "We can use the **Boolean operator** `and` to do this. The `and` operator links two conditions: if both sub-conditions are `True`, then the whole condition (with the `and`) is also `True`. Otherwise, it is `False`. \n", - "\n", - "The other common Boolean operators are `or` and `not`. `or` is `True` if _at least one_ sub-condition is `True`. `not` flips (inverts) a condition: so `not True` is `False`." - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Not too expensive\n" - ] - } - ], - "source": [ - "book_price = 55.99\n", - "if book_price >= 20 and book_price <= 100:\n", - " print(\"Not too expensive\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "In the examples above, our code either performed an action or not, depending on a single condition. We can also specify multiple conditions, only one of which can be true. For example, if `book_price` is between `20` and `100`, the following code will print `Not too expensive`), but it will print other messages if `book_price` is less than `20` or greater than `100`." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Not too expensive\n" - ] - } - ], - "source": [ - "if book_price >= 20 and book_price <= 100:\n", - " print(\"Not too expensive\")\n", - "elif book_price < 20:\n", - " print(\"That's a relatively cheap textbook.\")\n", - "else:\n", - " print(\"That's an expensive textbook!\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{admonition} Notes\n", - ":class: notes\n", - "\n", - "Here are some rules of thumb for writing `if` statements in Python:\n", - "- You can have as many `elif` statements as you want, provided they follow an `if` statement.\n", - "- The `else` statement is a catch-all: it will be executed if none of the preceding `if` or `elif` statements evaluates to `True`.\n", - "- Otherwise, the _first_ `if`/`elif` statement that is `True` will be executed, and _all the rest_ will be ignored. In other words, if the conditions you're testing for are not mutually exclusive, you should write the most specific test first. \n", - "- Each `if`/`elif`/`else` statement ends with a colon and is followed by an indented {term}`block` of code. This is the same pattern we saw with `for` loops. \n", - "\n", - "````" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### A `for` loop pattern\n", - "\n", - "A very common use of a {term}`for loop` in Python is to count, aggregate, or otherwise keep track of certain values when processing a list. \n", - "\n", - "We've seen a version of this pattern before: in the homework, you use a loop to convert some prices from strings to floats and then to adjust the price with sales tax. You collected the adjusted prices in a new list.\n", - "\n", - "In the example below, we'll use this pattern to keep track of a single value. The value we're tracking will simply be the number of items in the list.\n", - "\n", - "We'll use our bookstore dataset, so the first step is to read the file into Python from disk." - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "from urllib.request import urlretrieve\n", - "import json\n", - "urlretrieve('https://go.gwu.edu/pythoncampdata', 'bookstore-data.json')\n", - "with open('bookstore-data.json') as f:\n", - " bkst_data = json.load(f)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To use this pattern, you usually have at least _three_ variables to deal with:\n", - "1. The variable that holds your list (`bkst_data`)\n", - "2. A loop variable (`course` in the code below)\n", - "3. A variable defined _before_ the loop that will be used to track or accumulate values. Since this loop is just counting items, we'll call this variable `counter`. We set `counter` initially to `0`, since before we run the loop, we haven't counted any items.\n", - "\n", - "Note also that `counter += 1` is shorthand for `counter = counter + 1`. Either way of writing that expression is fine." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Counter before loop 0\n", - "Counter after loop 1250\n" - ] - } - ], - "source": [ - "counter = 0\n", - "print(\"Counter before loop\", counter)\n", - "for course in bkst_data:\n", - " counter += 1\n", - "print(\"Counter after loop\", counter)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Team Activities\n", - "\n", - "### 1. Counting over data\n", - "\n", - "As we say on Day 1, not all courses report textbooks to the bookstore.\n", - "\n", - "**Question**: _What percentage of courses have reported textbooks?_ " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{admonition} Try it out!\n", - ":class: try-it-out\n", - "\n", - "Working with your team, write some code that will answer that question, using the`bkst_data` dataset. Below you can expand the hidden cell for some hints. But before you do that, make sure your team discusses the _logic_ you might use to approach this problem. \n", - "\n", - "Here are some questions that can help:\n", - "\n", - "- A percentage expresses a relationship between two quantities. What are the two quantites involved in calculating this percentage?\n", - "- How can you adapt the previous \"counter\" pattern to this task?\n", - "- You want to count those items in the list that meet a certain condition. What is that condition?\n", - "\n", - "And if you get stuck, one of the Python Camp facilitators will be happy to help!\n", - "\n", - "````" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "solution2": "hidden", - "solution2_first": true - }, - "outputs": [], - "source": [ - "# Your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "solution2": "hidden" - }, - "source": [ - "````{hint}\n", - ":class: dropdown\n", - "- The textbooks associated with each course comprise a list.\n", - "- That list is associated with the `texts` key in the dictionary that represents each course in `bkst_data`.\n", - "- If there are not textbooks for a given course, the `texts` list will be empty.\n", - "- We can find the length of a list using the `len` function.\n", - "- An empty list has a length of 0.\n", - "- This exercise requires you to use an `if` statement inside a `for` loop. \n", - "\n", - "````" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 2. Querying nested data\n", - "\n", - "This next activity is a little more challenging. \n", - "\n", - "**Question**: _What is the cost of the most expensive textbook?_" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{admonition} Try it out!\n", - ":class: try-it-out\n", - "\n", - "Working with your team, write some code that will answer this question, using the`bkst_data` dataset. \n", - "\n", - "````" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [], - "source": [ - "# Your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{hint}\n", - ":class: dropdown\n", - "Here are some hints upfront. As before, make sure you discuss the logical approach with your team before writing any code.\n", - "\n", - "- In a variation on the \"counter\" pattern we've used above, instead of incrementing the counter variable, we simply replace it whenever a certain condition is met. In other words, we can use a counter variable to keep track of the most expensive textbook we've seen so far, as we loop through the list.\n", - "\n", - "\n", - "- Since the textbooks for each course are in a list nested within the course dictionary, we'll need to use **nested** `for` loops. Below is an example -- merely to illustrate the concept -- that multiples each of the first three positive numbers by each of the second three (and prints the products):\n", - "```\n", - "for i in [1, 2, 3]:\n", - " for j in [4, 5, 6]:\n", - " print(i*j) # Output: 4, 5, 6, 8, 10, 12, 12, 15, 18\n", - "```\n", - "\n", - "\n", - "- In the homework, you wrote some code to convert a book price from its string representation to a `float`. You'll need to do the same thing here in order to compare prices. \n", - "\n", - " For example, run this expression in a code cell below: `'$100.99' > '$11.99'`. The output should be `False`. Can you guess why?\n", - " \n", - "````" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 3. More queries\n", - "\n", - "**Questions**\n", - "\n", - "1. Can you and your team adapt the preceding solution so as to identify _the course_ with the most expensive textbook? \n", - "\n", - "\n", - "\n", - "2. What about the _title_ and _author_ of the most expensive textbook?" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{admonition} Try it out!\n", - ":class: try-it-out\n", - "\n", - "Working with your team, write some code that will answer these questions. If you want some hints, please just ask one of the facilitators!\n", - "\n", - "````" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "# Your code here" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "# Your code here" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Wrap up\n", - "\n", - "Today you did the following:\n", - "\n", - "- Used Python dictionaries to store and update data about your team.\n", - "- Used conditionals, `for` loops, and the \"counter\" pattern to answers basic questions about the textbook dataset. \n", - "\n", - "In the homework tonight, you'll build on this knowledge to practice more ways of interacting with the textbook data. You'll also some learn some new tools to help you take your \n", - "\n", - "Tonight's homework has two parts:\n", - "\n", - "1. A section with self-guided exercises for you to do on your own. In your teams tomorrow, you'll build on the skills introduced in these exercises. \n", - "2. A shorter section of autograded exercises which you will submit to our GitHub Classroom site to record your score. You can resubmit the exercises as many times as you like. Those who successfully complete the autograded homework exercises will receive a certificate of completion at the end of Python Camp. " - ] - } - ], - "metadata": { - "celltoolbar": "Tags", - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.4" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/textbook/notebooks/lessons/3_1_from_story_to_code.ipynb b/textbook/notebooks/lessons/3_1_from_story_to_code.ipynb index e7b91dc..c36a69c 100644 --- a/textbook/notebooks/lessons/3_1_from_story_to_code.ipynb +++ b/textbook/notebooks/lessons/3_1_from_story_to_code.ipynb @@ -116,7 +116,7 @@ "````{admonition} Try it out!\n", ":class: try-it-out\n", "\n", - "With you team, develop at least one user story about our bookstore dataset. The users in your story can be whoever you like, but it should be something that can be addressed using the dataset we worked with on Days 1 and 2.\n", + "With you team, develop at least one user story about our bookstore dataset. The users in your story can be whoever you like, but it should be something that can be addressed using the dataset we worked with on Days 1, 2 and 3.\n", "\n", "\n", "Don't worry about details of implementation at this point: just focus on the who, what, and why, following the template:\n", @@ -134,18 +134,34 @@ "\n", "### II.1 Planning \n", "\n", - "Your team's task now is to select a user story and start implementing it in code. \n", + "Your team's task now is to select a user story and implement it in Python code. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "````{admonition} Choose your own adventure\n", "\n", - "Choose a user story that your team wrote, or that was written by another team. \n", + "Choose a user story that your team wrote, or one that was written by another team. \n", "\n", - "Alternately, pick one of the following to implement:\n", + "Alternately, pick one of the following user stories to implement. The prompts below are arranged in order of increasing difficulty. If up to this point, your team has worked mainly with the smaller, team-based dataset, you might want to start with the first of these user stories, which will get you working with the more complex bookstore dataset but in a more manageable way.\n", "\n", - "- As a student, I want to see summary statistics about textbook cost by department, so that I can know what to expect from various possible majors: e.g, average textbook cost, most expensive textbook, least expensive textbook, etc.\n", + "If you worked through yesterday's challenges on the bookstore dataset and feel fairly comfortable with it, feel free to pick one of the more advanced prompts, or to work on your own user story.\n", "\n", + "**Prompts**\n", "\n", - "- As a librarian, I want to enter an ISBN (the unique 10- or 13-digit number publishers use to identify their books) and see which courses at GW require that text, so that I can anticipate demand on library reserves.\n", + "1. As a librarian, I would like to have a dataset of textbooks arranged by publisher, so that I can look up a publisher by name and see a list of their textbooks in use at GW.\n", "\n", - "Once your team has agreed upon a user story, work together to develop a plan for implementation. The questions below can help you get started." + "2. As a student, I want to see summary statistics about textbook cost by department, so that I can know what to expect from various possible majors: e.g, average textbook cost, most expensive textbook, least expensive textbook, etc.\n", + "\n", + "3. As a bookstore manager, my inventory would be a lot easier to work with if I had it in a spreadsheet. I want to have a {term}`CSV` file of the bookstore dataset, so that I can open it in Excel or Sheets and filter by elements like department code, course number, textbook publisher, etc.\n", + "\n", + "4. As a writer for the _GW Hatchet_, I am writing a story about textbook affordability, and I'd like to know how many textbooks for the Fall 2023 semester have been placed on course reserve with the GW Libraries. I have obtained a [dataset of course reserves](https://raw.githubusercontent.com/gwu-libraries/python-camp/gh-pages/data/reserves-data-fall-2023.csv) from the Libraries, which includes the ISBNs of books on reserve. \n", + "\n", + "Once your team has agreed upon a user story, work together to develop a plan for implementation. The questions below can help you get started.\n", + "\n", + "````" ] }, { @@ -158,13 +174,13 @@ "1. Is there more than one way to interpret this user story? If so, the team should document the different interpretations but then choose one to work with.\n", "\n", "\n", - "2. What tools and techniques can we apply to this problem? (Think about the Python data and control structures you've encountered so far: lists, dictionaries, `for` loops, and conditionals.)\n", + "2. What tools and techniques can we apply to this problem? (Think about the Python data and control structures you've encountered so far: lists, dictionaries, for loops, functions, and conditionals.)\n", "\n", "\n", "3. What challenges might arise during implementation? Since this user story concerns our bookstore dataset, are there aspects of that dataset that might pose problems? \n", "\n", "\n", - "4. What would a **minimal implementation** look like that would satisfy this user story? \n", + "4. What would a minimal implementation look like that would satisfy this user story? \n", "\n", " For example, if my user story is about students' looking up courses to identify required texts, I might start thinking about a website with a search feature, a browse feature, etc. But a _minimal_ implementation might be a Python {term}`dictionary`. Why? Because a Python dictionary is a data structure that can associate data with certain keys (like course identifiers).\n", " \n", @@ -225,43 +241,44 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "````{admonition} Implementation Notes\n", - ":class: notes\n", + "````{hint} Reading and writing CSV files\n", + ":class: dropdown\n", "\n", - "If your team chose either of the user stories provided above, the following may help.\n", + "Python includes a special {term}`module` for working with {term}`CSV` files. Like the `json` module that we've used up to now, we need to import the CSV module before we can use it.\n", "\n", + "```\n", + "import csv\n", + "```\n", "\n", - "- This task involves transforming one complex data structure into another. You'll need to use {term}`for loop`s. \n", + "**Reading from CSV**\n", "\n", + "To read from a CSV file on the web (which will normally have the `.csv` extension), we save a copy locally first, open the file, and then read in the data line by line. The code below, which stores the contents of a CSV file of course-reserves data in a variable called `reserves`, is a little more complex than the code for reading a JSON file, primarily because we have to read from the file in a loop. \n", + "```\n", + "urlretrieve('https://raw.githubusercontent.com/gwu-libraries/python-camp/gh-pages/data/reserves-data-fall-2023.csv', 'reserves-data.csv')\n", + "reserves = []\n", + "with open('reserves-data.csv') as f:\n", + " reader = csv.DictReader(f)\n", + " for row in reader:\n", + " reserves.append(row)\n", + "```\n", + "The `csv.DictReader` object will create a Python dictionary from every row in the CSV file, where the dictionary keys are the column headings, and the values are the data in that row. (This assumes that the first row of the CSV file contains column headings, which may not always be the case.)\n", + "\n", + "**Writing (saving) to CSV**\n", + "\n", + "To save data in CSV format, we perform a similar process. When using `csv.DictWriter`, as below, our dataset needs to consist of a list of dictionaries, where every dictionary has the same keys. A list of this keys constitutes the `fieldnames` argument of the `writeheader()` method, which we call to create the header row.\n", + "\n", + "In the example below, we save a Python list called `bkst_data_csv` to a CSV file called `bookstore-data.csv`.\n", + "\n", + "```\n", + "with open('bookstore-data.csv', 'w') as f:\n", + " fieldnames = bkst_data_csv[0].keys()\n", + " writer = DictWriter(f, fieldnames)\n", + " writer.writeheader()\n", + " for row in bkst_data_csv:\n", + " writer.writerow(row)\n", + "```\n", "\n", - "- To associate one discrete piece of information (a department code, or an ISBN) with other pieces of information, a **nested dictionary** can be useful. In a nested dictionary, each {term}`key` is associated with something other than a single {term}`value` (like a string or a float).\n", - " - This could be a {term}`list`.\n", - " - Or another dictionary.\n", - " - Or even another nested dictionary!\n", - " \n", - " \n", - "- Keep in mind that you can't {term}`append` to a list (or update a dictionary) that doesn't exist. So your code will have to handle those cases where a given key has not been encountered before.\n", - " - To test whether a key exists in a dictionary, we can use Python's `in` keyword in the context of a {term}`Boolean expression`:\n", - " ```\n", - " if 'name' in my_dict: # 'name' may or may not be a key in my_dict\n", - " [do something]\n", - " else:\n", - " [do something else]\n", - " ```\n", - "````" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "````{admonition} More Implementation Notes\n", - ":class: notes\n", "\n", - "An analogy might help illustrate the last point. Imagine you and a friend are packing up your kitchen prior to a move. Your friend (acting here like a Python `for` loop) is handing you one item after another from the kitchen. You're putting the items in boxes. You want to keep like things in the same box: plates in one box, glasses in another, utensils in a third, etc.\n", - " 1. Your friend hands you a glass: there's already a \"Glasses\" box, so in it goes.\n", - " 2. Your friend hands you a saucepan. You don't yet have a saucepan box, so you need to create one before you can pack the saucepan.\n", - " \n", "````" ] }, @@ -269,20 +286,45 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "````{admonition} Even More Implementation Notes\n", + "````{hint} Comparing lists\n", + ":class: dropdown\n", "\n", - "A final hint: you don't have to do everything all at once (inside the same `for` loop). \n", + "Two lists in Python, even if they contain nested elements, are considered equal only if they are **exact duplicates** of one another. As a minimal example, the following code produces the result `False` because `l1` and `l2` have the same elements but in different order.\n", "\n", - "For example, if you're computing averages, it might easier to use two separate loops:\n", - "1. In the first loop, collect all the quantities to be averaged, using lists. If you're using a dictionary as your outer data structure, you can associate each list with a different key.\n", - "2. In a second loop -- after the first loop is finished -- you can loop over the dictionary from step 1, finding the average of the quantities in each list.\n", - "3. To loop over a dictionary, you can use the following pattern:\n", - " ```\n", - " # The loop variable holds each key in the dictionary in sequence\n", - " for key in my_dict: \n", - " print(my_dict[key]) # Prints the value associated with each key\n", - " ```\n", + "```\n", + "l1 = [1, 2, 3]\n", + "l2 = [3, 1, 2]\n", + "l1 == l2 # This is False\n", + "```\n", + "Often when comparing lists, what we want to know is not, \"Are these lists equal according to Python?\" but rather, \"Do these lists have the same elements?\" or \"Which elements are present in both lists?\"\n", "\n", + "Below is an example of a function that answers the second question:\n", + "\n", + "```\n", + "def find_overlap(l1, l2):\n", + " overlap = []\n", + " for item in l1:\n", + " if item in l2:\n", + " overlap.append(item)\n", + " return overlap\n", + "```\n", + "We could use this function like so:\n", + "```\n", + "l1 = [1, 2, 3, 4]\n", + "l2 = [2, 4, 6, 8]\n", + "# This will print the list [2, 4]\n", + "print(find_overlap(l1, l2))\n", + "```\n", + "Note that this approach works best when the two lists contain numeric values or strings as their top-level elements. \n", + "\n", + "In fact, when that's the case, we can take an even more expeditious approach, using a Python data type we haven't seen so far: the {term}`set`. \n", + "\n", + "Let's say we have two lists of ISBN's. Both are lists of strings. The following code finds the overlap between those two lists, returning a set of unique elements that are in both lists.\n", + "\n", + "```\n", + "unique_isbns = set(isbn1) & set(isbn2)\n", + "```\n", + "Read more about Python sets in the [documentation](https://docs.python.org/3.11/library/stdtypes.html#set-types-set-frozenset)\n", "````" ] }, diff --git a/textbook/parsons-assets/parsons-problems/html/homework-1-1.html b/textbook/parsons-assets/parsons-problems/html/homework-1-1.html index fd16a2e..badea00 100644 --- a/textbook/parsons-assets/parsons-problems/html/homework-1-1.html +++ b/textbook/parsons-assets/parsons-problems/html/homework-1-1.html @@ -22,6 +22,17 @@

+

Problem Setup

+
+

Assume that the following code has run already in this session.

+ +

+
+book_prices = ['$55.99', '$119.95', '$13.95']
+
+
+
+

Compose your code here

@@ -30,31 +41,25 @@

Compose your code here

- print(price_num) + price_num = price[1:]
- price_num = price[1:] + print(price_num)
- for price in book_prices: -
-
- -
-
price_num = float(price_num) * 1.1
-
- book_prices = ['$55.99', '$119.95', '$13.95'] +
+ for price in book_prices:
@@ -98,15 +103,6 @@

Compose your code here

-
- - -
- -
- -
-
diff --git a/textbook/parsons-assets/parsons-problems/html/homework-1-2.html b/textbook/parsons-assets/parsons-problems/html/homework-1-2.html index 4c2a024..941e3e1 100644 --- a/textbook/parsons-assets/parsons-problems/html/homework-1-2.html +++ b/textbook/parsons-assets/parsons-problems/html/homework-1-2.html @@ -43,31 +43,31 @@

Compose your code here

- depts = [] + for course in courses:
- course_info = course.split() + depts.append(course_info[0])
- for course in courses: + course_info = course.split()
- print(depts) + depts = []
- depts.append(course_info[0]) + print(depts)
diff --git a/textbook/parsons-assets/parsons-problems/html/homework-2-GR.html b/textbook/parsons-assets/parsons-problems/html/homework-2-GR.html index b74d6be..42418fa 100644 --- a/textbook/parsons-assets/parsons-problems/html/homework-2-GR.html +++ b/textbook/parsons-assets/parsons-problems/html/homework-2-GR.html @@ -10,7 +10,7 @@

Parsons Problem

- write some code that will transform the data in the courses list into a list of dictionaries called courses_db. Each dictionary should have the same three keys: dept, course, and section. And there should be one dictionary for each of the courses in the original courses list. + write some code that will transform the data in the courses list into a list of dictionaries called courses_db. Each dictionary should have the same four keys: dept_code, course_code, section, and instructor. And there should be one dictionary for each of the courses in the original courses list.

  1. In the space below, drag lines of code from the rows on the left to the empty rows on the right.
    2. @@ -28,9 +28,7 @@

    Problem Setup

    
 
-courses = ['CHEM 1001 10', 'CHEM 1002, 10', 'CHEM 1002 11', 'BISC 1100 10', 'BISC 1102 10', 'PSC 2001 10',
-
-        'PSC 2001 11', 'PSC 2001 12', 'WSTU 6999 10', 'WSTU 6999 11']
+courses = ['CHEM 1001 10 Mack', 'CHEM 1002, 10 Srinivasan', 'CHEM 1002 11 Mack', 'BISC 1100 10 Liu', 'BISC 1102 10 Thomson', 'PSC 2001 10 Wolters', 'PSC 2001 11 Rath', 'PSC 2001 12 Cho', 'WSTU 6999 10 Cho', 'WSTU 6999 11 Delaney']
@@ -43,55 +41,61 @@

Compose your code here

- courses_db.append(course_dict) + courses_db = []
- course_dict['dept'] = course_info[0] + course_info = course.split()
- course_info = course.split() + print(courses_db)
- for course in courses: + course_dict['instructor'] = course_info[3]
- courses_db = [] + courses_db.append(course_dict)
- print(courses_db) + for course in courses:
- course_dict = {} + course_dict['section'] = course_info[2]
- course_dict['section'] = course_info[2] + course_dict['dept_code'] = course_info[0]
- course_dict['course'] = course_info[1] + course_dict = {} +
+
+ +
+
+ course_dict['course_num'] = course_info[1]
@@ -180,6 +184,15 @@

Compose your code here

+
+ + +
+ +
+ +
+
diff --git a/textbook/parsons-assets/parsons-problems/html/lessons-2-1-1.html b/textbook/parsons-assets/parsons-problems/html/lessons-2-1-1.html index 523fa4d..4e65827 100644 --- a/textbook/parsons-assets/parsons-problems/html/lessons-2-1-1.html +++ b/textbook/parsons-assets/parsons-problems/html/lessons-2-1-1.html @@ -22,6 +22,17 @@

+

Problem Setup

+
+

Assume that the following code has run already in this session.

+ +

+
+team = [{'name': 'Alex', 'state': 'DC'}, {'name': 'Marcus', 'state': 'VA'}]
+
+
+
+

Compose your code here

@@ -30,13 +41,13 @@

Compose your code here

- print(team) + person['programming_languages'] = ['Python']
- team = [{'name': 'Alex', 'state': 'DC'}, {'name': 'Marcus', 'state': 'VA'}] + print(team)
@@ -46,12 +57,6 @@

Compose your code here

-
-
- person['programming_languages'] = ['Python'] -
-
-
@@ -83,15 +88,6 @@

Compose your code here

-
- - -
- -
- -
-
diff --git a/textbook/parsons-yaml/homework-1-1.yml b/textbook/parsons-yaml/homework-1-1.yml index 549ab63..e7c719f 100644 --- a/textbook/parsons-yaml/homework-1-1.yml +++ b/textbook/parsons-yaml/homework-1-1.yml @@ -1,5 +1,6 @@ -python_code: | +python_setup: | book_prices = ['$55.99', '$119.95', '$13.95'] +python_code: | for price in book_prices: price_num = price[1:] price_num = float(price_num) * 1.1 diff --git a/textbook/parsons-yaml/homework-2-GR.yml b/textbook/parsons-yaml/homework-2-GR.yml index ce40497..6c2cdd0 100644 --- a/textbook/parsons-yaml/homework-2-GR.yml +++ b/textbook/parsons-yaml/homework-2-GR.yml @@ -1,15 +1,15 @@ python_setup: | - courses = ['CHEM 1001 10', 'CHEM 1002, 10', 'CHEM 1002 11', 'BISC 1100 10', 'BISC 1102 10', 'PSC 2001 10', - 'PSC 2001 11', 'PSC 2001 12', 'WSTU 6999 10', 'WSTU 6999 11'] + courses = ['CHEM 1001 10 Mack', 'CHEM 1002, 10 Srinivasan', 'CHEM 1002 11 Mack', 'BISC 1100 10 Liu', 'BISC 1102 10 Thomson', 'PSC 2001 10 Wolters', 'PSC 2001 11 Rath', 'PSC 2001 12 Cho', 'WSTU 6999 10 Cho', 'WSTU 6999 11 Delaney'] python_code: | courses_db = [] for course in courses: course_info = course.split() course_dict = {} - course_dict['dept'] = course_info[0] - course_dict['course'] = course_info[1] + course_dict['dept_code'] = course_info[0] + course_dict['course_num'] = course_info[1] course_dict['section'] = course_info[2] + course_dict['instructor'] = course_info[3] courses_db.append(course_dict) print(courses_db) problem: > - write some code that will transform the data in the courses list into a list of dictionaries called courses_db. Each dictionary should have the same three keys: dept, course, and section. And there should be one dictionary for each of the courses in the original courses list. \ No newline at end of file + write some code that will transform the data in the courses list into a list of dictionaries called courses_db. Each dictionary should have the same four keys: dept_code, course_code, section, and instructor. And there should be one dictionary for each of the courses in the original courses list. \ No newline at end of file diff --git a/textbook/parsons-yaml/lessons-2-1-1.yml b/textbook/parsons-yaml/lessons-2-1-1.yml index ad9b92c..838b60e 100644 --- a/textbook/parsons-yaml/lessons-2-1-1.yml +++ b/textbook/parsons-yaml/lessons-2-1-1.yml @@ -1,5 +1,6 @@ -python_code: | +python_setup: | team = [{'name': 'Alex', 'state': 'DC'}, {'name': 'Marcus', 'state': 'VA'}] +python_code: | for person in team: person['programming_languages'] = ['Python'] print(team) diff --git a/textbook/static-assets/data/bookstore-data-fall-2023.json b/textbook/static-assets/data/bookstore-data-fall-2023.json new file mode 100644 index 0000000..5236573 --- /dev/null +++ b/textbook/static-assets/data/bookstore-data-fall-2023.json @@ -0,0 +1,118883 @@ +[ + { + "department": "BME", + "course_num": "3825", + "section": "10", + "instructor": "Hyung Choe", + "term_name": "Fall 2023", + "texts": [] + }, + { + "department": "CE", + "course_num": "6503", + "section": "10", + "instructor": "Paul Scovazzo", + "term_name": "Fall 2023", + "texts": [ + { + "title": "Environmental Engineering Science", + "edition": "N/A", + "author": "Nazaroff", + "isbn": "9780471144946", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2001", + "publisher": "John Wiley & Sons, Incorporated", + "type_condition": "RENTAL_USED", + "price_display": "$108.60", + "item_type": "print" + }, + { + "title": "Environmental Engineering Science", + "edition": "N/A", + "author": "Nazaroff", + "isbn": "9780471144946", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2001", + "publisher": "John Wiley & Sons, Incorporated", + "type_condition": "BUY_USED", + "price_display": "$203.75", + "item_type": "print" + }, + { + "title": "Environmental Engineering Science", + "edition": "N/A", + "author": "Nazaroff", + "isbn": "9780471144946", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2001", + "publisher": "John Wiley & Sons, Incorporated", + "type_condition": "BUY_NEW", + "price_display": "$271.50", + "item_type": "print" + } + ] + }, + { + "department": "AMST", + "course_num": "3301W", + "section": "10", + "instructor": null, + "term_name": "Fall 2023", + "texts": [] + }, + { + "department": "CHEM", + "course_num": "1003", + "section": "31", + "instructor": "Ashley Mills-Thomson", + "term_name": "Fall 2023", + "texts": [ + { + "title": "GWU AMILLS Chem 1003 (CUSTOM)", + "edition": "N/A", + "author": "George Washington University", + "isbn": "9781305770218", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2015", + "publisher": "Cengage Learning Custom Publishing (EMAIL ORDERS)", + "type_condition": "BUY_NEW", + "price_display": "$70.25", + "binding": "Spiral", + "item_type": "print" + }, + { + "title": "WARD PRO PROTECTIVE EYEWEAR SA", + "edition": "N/A", + "author": null, + "isbn": null, + "material_type": "SUP", + "requirement_type": "CH", + "copy_right_year": "NA", + "publisher": null, + "type_condition": "BUY_NEW", + "price_display": "$7.00", + "item_type": "print" + }, + { + "title": "ANTI-FOG IMPACT/CHEMICAL SPLASH GOGGLES", + "edition": "N/A", + "author": null, + "isbn": null, + "material_type": "SUP", + "requirement_type": "CH", + "copy_right_year": "NA", + "publisher": null, + "type_condition": "BUY_NEW", + "price_display": "$7.00", + "item_type": "print" + } + ] + }, + { + "department": "EAP", + "course_num": "6111", + "section": "11", + "instructor": "Natalia Dolgova", + "term_name": "Fall 2023", + "texts": [ + { + "title": "Academic Writing for Graduate Students", + "edition": "3rd", + "author": "Swales", + "isbn": "9780472034758", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2012", + "publisher": "University of Michigan Press", + "type_condition": "RENTAL_USED", + "price_display": "$10.80", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "Academic Writing for Graduate Students", + "edition": "3rd", + "author": "Swales", + "isbn": "9780472034758", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2012", + "publisher": "University of Michigan Press", + "type_condition": "BUY_NEW", + "price_display": "$27.00", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "Academic Writing for Graduate Students", + "edition": "3rd", + "author": "Swales", + "isbn": "9780472034758", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2012", + "publisher": "University of Michigan Press", + "type_condition": "BUY_USED", + "price_display": "$20.25", + "binding": "PAPERBACK", + "item_type": "print" + } + ] + }, + { + "department": "FREN", + "course_num": "3100W", + "section": "10", + "instructor": "Masha Belenky", + "term_name": "Fall 2023", + "texts": [ + { + "title": "Regarde les Lumieres mon Amour", + "edition": "N/A", + "author": "Ernaux", + "isbn": "9782370210371", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": null, + "publisher": "Imprt", + "type_condition": "BUY_USED", + "price_display": "$11.25", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "Regarde les Lumieres mon Amour", + "edition": "N/A", + "author": "Ernaux", + "isbn": "9782370210371", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": null, + "publisher": "Imprt", + "type_condition": "BUY_NEW", + "price_display": "$14.95", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "Le Jeu de l'amour et du hasard (Larousse)", + "edition": "N/A", + "author": "Marivaux", + "isbn": "9782035859150", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2011", + "publisher": "Imprt", + "type_condition": "BUY_USED", + "price_display": "$5.25", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "Le Jeu de l'amour et du hasard (Larousse)", + "edition": 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+ "item_type": "print" + }, + { + "title": "Boule de Suif (Larousse #50)", + "edition": "N/A", + "author": "Maupassant", + "isbn": "9782035834232", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2007", + "publisher": "International Book Import Service, Incorporated EMAIL ORDERS", + "type_condition": "BUY_NEW", + "price_display": "$6.95", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "Kiffe Kiffe Demain", + "edition": "N/A", + "author": "Guene", + "isbn": "9782012490185", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2015", + "publisher": "MEP INC", + "type_condition": "BUY_USED", + "price_display": "$9.75", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "Kiffe Kiffe Demain", + "edition": "N/A", + "author": "Guene", + "isbn": "9782012490185", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2015", + "publisher": "MEP INC", + "type_condition": "BUY_NEW", + "price_display": "$12.95", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "Kiffe Kiffe Demain", + "edition": "N/A", + "author": "Guene", + "isbn": "9782012490185", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2015", + "publisher": "MEP INC", + "type_condition": "RENTAL_NEW", + "price_display": "$8.42", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "Colonel Chabert", + "edition": "N/A", + "author": "Balzac", + "isbn": "9782035873996", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2013", + "publisher": "Imprt", + "type_condition": "BUY_USED", + "price_display": "$22.50", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "Colonel Chabert", + "edition": "N/A", + "author": "Balzac", + "isbn": "9782035873996", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2013", + "publisher": "Imprt", + "type_condition": "BUY_NEW", + "price_display": 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Dictionary of Modern Written Arabic (V1)", + "edition": "4th", + "author": "Wehr", + "isbn": "9781684119189", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2019", + "publisher": "Ingram Book Company", + "type_condition": "BUY_NEW", + "price_display": "$29.99", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "Arabic-English Dictionary: The Hans Wehr Dictionary of Modern Written Arabic (V1)", + "edition": "4th", + "author": "Wehr", + "isbn": "9781684119189", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2019", + "publisher": "Ingram Book Company", + "type_condition": "BUY_USED", + "price_display": "$22.50", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "Alif Baa with Website PB (Lingco)", + "edition": "3rd", + "author": "Brustad", + "isbn": "9781647121815", + "material_type": "BDL", + "requirement_type": "RQ", + "copy_right_year": "2021", + "publisher": "Georgetown University Press", + "type_condition": "BUY_NEW", + "price_display": "$116.50", + "binding": "PAPERBACK", + "item_type": "print" + } + ] + }, + { + "department": "ANTH", + "course_num": "2008", + "section": "80", + "instructor": "Sarah Wagner", + "term_name": "Fall 2023", + "texts": [] + }, + { + "department": "BME", + "course_num": "6998", + "section": "13", + "instructor": "Murray Loew", + "term_name": "Fall 2023", + "texts": [] + }, + { + "department": "ARAB", + "course_num": "3105", + "section": "10", + "instructor": "Francesco Sinatora", + "term_name": "Fall 2023", + "texts": [] + }, + { + "department": "BADM", + "course_num": "4101W", + "section": "10", + "instructor": "Benjamin Bronner", + "term_name": "Fall 2023", + "texts": [] + }, + { + "department": "BADM", + "course_num": "3103", + "section": "16", + "instructor": "Kevin Knudsen", + "term_name": "Fall 2023", + "texts": [ + { + "title": "Human Capital in Organizations (Custom GWU)", + "edition": "N/A", + "author": "McHugh", + "isbn": "9781307496994", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2023", + "publisher": "MCGRAW HILL (CUSTOM PUBLISHING)", + "type_condition": "BUY_NEW", + "price_display": "$107.50", + "binding": "PAPERBACK", + "item_type": "print" + } + ] + }, + { + "department": "CE", + "course_num": "6800", + "section": "11", + "instructor": "Yun Shen", + "term_name": "Fall 2023", + "texts": [ + { + "title": "Transport Modeling for Environmental Engineers etc", + "edition": "N/A", + "author": "Clark", + "isbn": "9780470260722", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2009", + "publisher": "John Wiley & Sons, Incorporated", + "type_condition": "RENTAL_USED", + "price_display": "$67.20", + "item_type": "print" + }, + { + "title": "Transport Modeling for Environmental Engineers etc", + "edition": "N/A", + "author": "Clark", + "isbn": "9780470260722", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2009", + "publisher": "John Wiley & Sons, Incorporated", + "type_condition": "BUY_USED", + "price_display": "$120.00", + "item_type": "print" + }, + { + "title": "Transport Modeling for Environmental Engineers etc", + "edition": "N/A", + "author": "Clark", + "isbn": "9780470260722", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2009", + "publisher": "John Wiley & Sons, Incorporated", + "type_condition": "BUY_NEW", + "price_display": "$160.00", + "item_type": "print" + }, + { + "title": "Transport Modeling for Environmental Engineers and Scientists", + "edition": "2nd", + "author": "Clark", + "isbn": "9781118591727", + "material_type": "CEB", + "requirement_type": "RQ", + "copy_right_year": null, + "publisher": "Wiley", + "type_condition": "BUY_NEW", + "price_display": "$138.00", + "item_type": "digital" + } + ] + }, + { + "department": "HIST", + "course_num": "6005", + "section": "11", + "instructor": "Shawn McHale", + "term_name": "Fall 2023", + "texts": [ + { + "title": "In the Shadow of Slavery", + "edition": "N/A", + "author": "Carney", + "isbn": "9780520269965", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2009", + "publisher": "University of California Press", + "type_condition": "RENTAL_USED", + "price_display": "$10.38", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "In the Shadow of Slavery", + "edition": "N/A", + "author": "Carney", + "isbn": "9780520269965", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2009", + "publisher": "University of California Press", + "type_condition": "RENTAL_NEW", + "price_display": "$19.46", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "In the Shadow of Slavery", + "edition": "N/A", + "author": "Carney", + "isbn": "9780520269965", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2009", + "publisher": "University of California Press", + "type_condition": "BUY_NEW", + "price_display": "$25.95", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "In the Shadow of Slavery", + "edition": "N/A", + "author": "Carney", + "isbn": "9780520269965", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2009", + "publisher": "University of California Press", + "type_condition": "BUY_USED", + "price_display": "$19.50", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "Logics of History", + "edition": "N/A", + "author": "Sewell", + "isbn": "9780226749181", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2005", + "publisher": "University of Chicago Press", + "type_condition": "RENTAL_NEW", + "price_display": "$30.75", + "binding": "PAPERBACK", + "item_type": "print" + }, + { + "title": "Logics of History", + "edition": "N/A", + "author": "Sewell", + "isbn": "9780226749181", + "material_type": "TXT", + "requirement_type": "RQ", + "copy_right_year": "2005", + "publisher": 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"publisher": "Cengage Learning", + "type_condition": "RENTAL_NEW", + "price_display": "$69.99", + "item_type": "digital" + }, + { + "title": "Pricing Strategy: Setting Price Levels, Managing Price Discounts and Establishing Price Structures", + "edition": "N/A", + "author": "Smith", + "isbn": "9781133172734", + "material_type": "CEB", + "requirement_type": "RQ", + "copy_right_year": null, + "publisher": "Cengage Learning", + "type_condition": "BUY_NEW", + "price_display": "$89.23", + "item_type": "digital" + } + ] + }, + { + "department": "PUBH", + "course_num": "8885", + "section": "10", + "instructor": "Gholamali Rahnavard", + "term_name": "Fall 2023", + "texts": [] + }, + { + "department": "ECON", + "course_num": "6295", + "section": "10", + "instructor": "Argyn Kuketayev", + "term_name": "Fall 2023", + "texts": [] + } +] \ No newline at end of file diff --git a/textbook/static-assets/data/reserves-data-fall-2023.csv b/textbook/static-assets/data/reserves-data-fall-2023.csv new file mode 100644 index 0000000..f6b3832 --- /dev/null +++ b/textbook/static-assets/data/reserves-data-fall-2023.csv @@ -0,0 +1,381 @@ +Academic Department,Course Code,Course Instructor,Course Name,Course Section,ISBN (Normalized),Title Author Combined and Normalized,Publisher,Title,Publication Date +GW - AMST-357,AMST/HIST 2410W - Guglielmo - Fall 2023,"Guglielmo, Thomas",AMST/HIST 2410,,1101217561; 9781101217566; 1594482853; 9781594482854,beautiful things that heaven bears - meng,Penguin Publishing Group,The Beautiful Things That Heaven Bears.,2007. +GW - AMST-357,AMST/HIST 2410W - Guglielmo - Fall 2023,"Guglielmo, Thomas",AMST/HIST 2410,,1541672615; 9781541672611; 9781541672598; 1541672593; 9781541672604; 1541672607,"america for americans a history of xenophobia in the united states - lee,",Basic Books,America for Americans : a history of xenophobia in the United States /,2021. +GW - AMST-357,AMST/HIST 2410W - Guglielmo - Fall 2023,"Guglielmo, Thomas",AMST/HIST 2410,,1781682976; 9781781682975; 9781781681909; 1781681902; 9781781685013; 1781685010,beast riding the rails and dodging narcos on the migrant trail - mart,Verso,The beast : riding the rails and dodging narcos on the migrant trail /,2014. +GW - AMST-357,AMST/HIST 2410W - Guglielmo - Fall 2023,"Guglielmo, Thomas",AMST/HIST 2410,,9780670038329; 0670038326,stealing buddha s dinner a memoir - nguy,Viking,Stealing Buddha's dinner : a memoir /,2007. +GW - AMST-357,AMST/HIST 2410W - Guglielmo - Fall 2023,"Guglielmo, Thomas",AMST/HIST 2410,,9780892552900; 0892552905,bread givers a novel - yezi,Persea Books,Bread givers : a novel /,[2003] +GW - AMST-357,AMST/HIST 2410W - Guglielmo - Fall 2023,"Guglielmo, Thomas",AMST/HIST 2410,,9781594482854; 1594482853; 9781594489402; 1594489408,beautiful things that heaven bears - meng,Riverhead Books,The beautiful things that heaven bears /,2007. +GW - ANTH-53,ANTH 1000 - Kaplan - Fall 2023,"Kaplan, Michael",ANTH 1000,,,avatar -,Lightstorm Entertainment; 20th Century Fox Home Entertainment,Avatar.,2009. +GW - ANTH-53,ANTH 1003 - Cline - Fall 2023,"Cline, Eric",ANTH 1003,,9780691166407; 0691166404,three stones make a wall the story of archaeology - clin,Princeton University Press,Three stones make a wall : the story of archaeology /,[2017] +GW - ANTH-53,ANTH 2008 - Wagner - Fall 2023,"Wagner, Sarah",ANTH 2008,,9780062748218; 0062748211,barracoon the story of the last black cargo - hurs,Amistad an imprint of HarperCollins Publishers,"Barracoon : the story of the last ""black cargo"" /",2019. +GW - ANTH-53,ANTH 2506 - Johnston - Fall 2023,"Johnston, Susan",ANTH 2506,,1281365327; 9781281365323; 9786611365325; 661136532X; 1403981795; 9781403981790; 1403966060; 9781403966063; 140396789X; 9781403967893,sorrow of the lonely and the burning of the dancers - schi,Palgrave Macmillan,The sorrow of the lonely and the burning of the dancers /,2005. +GW - ANTH-53,ANTH 2506 - Johnston - Fall 2023,"Johnston, Susan",ANTH 2506,,1282772759; 9781282772755; 9786612772757; 6612772751; 0520945530; 9780520945531; 0520253159; 9780520253155; 0520260880; 9780520260887,theater in a crowded fire ritual and spirituality at burning man - gilm,University of California Press,Theater in a crowded fire ritual and spirituality at Burning Man /,2010. +GW - ANTH-53,ANTH 2506 - Johnston - Fall 2023,"Johnston, Susan",ANTH 2506,,9780226775425; 0226775429; 9780226775432; 0226775437,in sorcery s shadow a memoir of apprenticeship among the songhay of niger - stol,University of Chicago Press,In sorcery's shadow : a memoir of apprenticeship among the Songhay of Niger /,1987. +GW - ANTH-53,ANTH 2506 - Johnston - Fall 2023,"Johnston, Susan",ANTH 2506,,9780299166748; 0299166740,atlantic celts ancient people or modern invention - jame,University of Wisconsin Press,The Atlantic Celts : ancient people or modern invention? /,[1999] +GW - ANTH-53,ANTH 2506 - Johnston - Fall 2023,"Johnston, Susan",ANTH 2506,,9780520253155; 0520253159; 9780520260887; 0520260880,theater in a crowded fire ritual and spirituality at burning man - gilm,University of California Press,Theater in a crowded fire : ritual and spirituality at Burning Man /,[2010] +GW - ANTH-53,ANTH 2506 - Johnston - Fall 2023,"Johnston, Susan",ANTH 2506,,9781403966063; 1403966060; 9781403967893; 140396789X,sorrow of the lonely and the burning of the dancers - schi,Palgrave Macmillan,The sorrow of the lonely and the burning of the dancers /,2005. +GW - ANTH-53,ANTH 3603 - Subiaul - Fall 2023,"Subiaul, Francys",ANTH 3603,,0521113636; 9780521113632; 0521130565; 9780521130561,introducing psycholinguistics - warr,Cambridge University Press,Introducing psycholinguistics /,2013. +GW - ANTH-53,ANTH 3603 - Subiaul - Fall 2023,"Subiaul, Francys",ANTH 3603,,9780631151210; 0631151214; 9780631151227; 0631151222,anthropological linguistics an introduction - fole,Blackwell Publishers,Anthropological linguistics : an introduction /,1997. +GW - ANTH-53,ANTH 6103 - Blomster - Fall 2023,"Blomster, Jeffrey",ANTH 6103,,9780813030708; 0813030706,archaeology of collective action - sait,University Press of Florida,The archaeology of collective action /,[2007] +GW - ANTH-53,ANTH 6510 - Wagner - Fall 2023,"Wagner, Sarah",ANTH 6510,,0618706410; 9780618706419; 054739117X; 9780547391175; 1606865064; 9781606865064; 1451762747; 9781451762747,things they carried a work of fiction - o'br,Mariner Books/Houghton Mifflin Harcourt,The things they carried : a work of fiction /,2009. +GW - ANTH-53,ANTH 6510 - Wagner - Fall 2023,"Wagner, Sarah",ANTH 6510,,9780140187656; 0140187650,eichmann in jerusalem a report on the banality of evil - aren,Penguin Books,Eichmann in Jerusalem : a report on the banality of evil /,1994. +GW - ANTH-53,ANTH 6510 - Wagner - Fall 2023,"Wagner, Sarah",ANTH 6510,,9780684826806; 0684826801; 9781439506899; 1439506892,survival in auschwitz the nazi assault on humanity - levi,Simon and Schuster,Survival in Auschwitz : the Nazi assault on humanity /,"1996, [1959]" +GW - ANTH-53,ANTH 6510 - Wagner - Fall 2023,"Wagner, Sarah",ANTH 6510,,9780767902892; 0767902890,things they carried a work of fiction - o'br,Broadway Books,The things they carried : a work of fiction /,1998. +GW - ANTH-53,APSC 2057 - Hallaji - Fall 2023,"Hallaji, Milad",APSC 2057,,1259977269; 9781259977268; 1259977277; 9781259977275,vector mechanics for engineers statics - beer,McGraw-Hill Education,Vector mechanics for engineers.,[2019] +GW - ARAB-1909,ARAB 1000 - Oraby - Fall 2023,"Oraby, Ebtissam",ARAB 1000,,,99 -,Teshkeel Comics,The 99.,c2007- +GW - ARAB-1909,ARAB 1000 - Oraby - Fall 2023,"Oraby, Ebtissam",ARAB 1000,,0805094881; 9780805094886,metro a story of cairo - shāf,Henry Holt and Company,Metro : a story of Cairo /,2012. +GW - ARAB-1909,ARAB 1000 - Oraby - Fall 2023,"Oraby, Ebtissam",ARAB 1000,,9781613777527; 1613777523,jinnrise volume one - awan,IDW,Jinnrise.,[2013] +GW - ARAB-1909,ARAB 1001/2001/3001 - Fall 2023,"El-Hefnawy, Dina; Jorgensen, Cory; Oraby, Ebtissam; Sinatora, Francesco; Taher, Nashwa; Tobkin, Jennifer",ARAB 1001/2001/3001,,1589017366; 9781589017368; 9781589017375; 1589017374; 1647121868; 9781647121860; 1647121876; 9781647121877; 9781589019621; 1589019628,al kitaab fii ta allum al arabiyya a textbook for beginning arabic with website part one - بروس,Georgetown University Press,Al-Kitaab fii taʻallum al-ʻArabiyya = A textbook for beginning Arabic with website.,[2021-] +GW - ARAB-1909,ARAB 1001/2001/3001 - Fall 2023,"El-Hefnawy, Dina; Jorgensen, Cory; Oraby, Ebtissam; Sinatora, Francesco; Taher, Nashwa; Tobkin, Jennifer",ARAB 1001/2001/3001,,1647121817; 9781647121815; 1647121825; 9781647121822; 9781647121853; 164712185X,alif ba alif baa introduction to arabic letters and sounds - brus,Georgetown University Press,Ālif bāʼ = Alif baa : introduction to Arabic letters and sounds /,[2021] +GW - ARAB-1909,ARAB 1001/2001/3001 - Fall 2023,"El-Hefnawy, Dina; Jorgensen, Cory; Oraby, Ebtissam; Sinatora, Francesco; Taher, Nashwa; Tobkin, Jennifer",ARAB 1001/2001/3001,,1684119189; 9781684119189; 1684119766; 9781684119769; 9783447020022; 3447020024,dictionary of modern written arabic arabic english - wehr,Snowball Publishing,A dictionary of modern written Arabic : (Arabic-English) /,1993. +GW - ARAB-1909,ARAB 2105 - Oraby - Fall 2023,"Oraby, Ebtissam",ARAB 2105,,9780313329562; 0313329567,food culture in the near east middle east and north africa - hein,Greenwood Press,"Food culture in the Near East, Middle East, and North Africa /",2004. +GW - ASTR-1541,ASTR 1001 - Dhuga - Fall 2023,"Dhuga, Kalvir",ASTR 1001,,0134874366; 9780134874364; 0134990773; 9780134990774; 0134990781; 9780134990781,cosmic perspective - benn,Pearson,The cosmic perspective /,[2020] +GW - ASTR-1541,ASTR 1002 - Razzaque - Fall 2023,"Razzaque, Soebur",ASTR 1002,,0134874366; 9780134874364; 0134990773; 9780134990774; 0134990781; 9780134990781,cosmic perspective - benn,Pearson,The cosmic perspective /,[2020] +GW - BISC-6,BISC 1111 - Manubay - Fall 2023,"Manubay, John",BISC 1111,,0135188741; 9780135188743; 9780135988046; 0135988047,campbell biology -,Pearson,Campbell biology /,[2021] +GW - BISC-6,BISC 2207 - Omotade - Fall 2023,"Omotade, Omotola",BISC 2207,,9780198712558; 0198712553; 9780198795360; 019879536X,genetics genes genomes and evolution - mene,Oxford University Press,"Genetics : genes, genomes, and evolution /",[2017] +GW - BISC-6,BISC 2320 - Malloy - Fall 2023,"Malloy, Cole",BISC 2320,,1605353809; 9781605353807; 160535841X; 9781605358413,neuroscience -,Oxford University Press,Neuroscience /,©2018 +GW - BISC-6,BISC 3454 - Gedan - Fall 2023,"Gedan, Keryn",BISC 3454,,9781605352282; 1605352284,marine community ecology and conservation -,Sinauer Associates Inc,Marine community ecology and conservation /,[2014] +GW - BISC-6,BISC 3460 - Gedan - Fall 2023,"Gedan, Keryn",BISC 3460,,1605357146; 9781605357140,conservation biology - card,Oxford University Press,Conservation biology /,[2020] +GW - CAH-2011,CAH 1090 - Lipinski - Fall 2023,"Lipinski, Lisa",CAH 1090,,9780190078331; 0190078332; 9780190078348; 0190078340,themes of contemporary art visual art after 1980 - robe,Oxford University Press,Themes of contemporary art : visual art after 1980 /,[2022] +GW - CAH-2011,CAH 2162W - Obler - Fall 2023,"Obler, Bibiana",CAH 2162W,,9780205988945; 0205988946,photography a cultural history - mari,Pearson,Photography : a cultural history /,[2015] +GW - CAH-2011,CAH 2162W - Obler - Fall 2023,"Obler, Bibiana",CAH 2162W,,9780374521349; 0374521344; 9780809033409; 0809033402,camera lucida reflections on photography - bart,Hill and Wang,Camera lucida : reflections on photography /,1981. +GW - CAH-2011,CAH 2190 - Lee - Fall 2023,"Lee, Jung-Sil",CAH 2190,,0205837638; 9780205837632,asian art - neav,Pearson,Asian art /,[2015] +GW - CAH-2011,CAH 2190 - Lee - Fall 2023,"Lee, Jung-Sil",CAH 2190,,1101545305; 9781101545300; 0143124153; 9780143124153,history of the world in 100 objects - macg,Penguin Publishing Group,A History of the World in 100 Objects.,2011. +GW - CAH-2011,CAH 2190 - Lee - Fall 2023,"Lee, Jung-Sil",CAH 2190,,9780670022700; 0670022705,history of the world in 100 objects - macg,Viking,A history of the world in 100 objects /,2011. +GW - CAH-2011,CAH 3160 - Lipinski - Fall 2023,"Lipinski, Lisa",CAH 3160,,0520344324; 9780520344327,political body stories on art feminism and emancipation in latin america - giun,University of California Press,"The political body : stories on art, feminism, and emancipation in Latin America /",[2023] +GW - CAH-2011,CAH 3160 - Lipinski - Fall 2023,"Lipinski, Lisa",CAH 3160,,9780714832104; 0714832103,latin american art in the twentieth century -,Phaidon Press,Latin American art in the twentieth century /,[1996] +GW - CAH-2011,CAH 3160 - Lipinski - Fall 2023,"Lipinski, Lisa",CAH 3160,,9780810961210; 0810961210; 9780870704246; 0870704249; 9780870704314; 0870704311,latin american artists of the twentieth century -,The Museum of Modern Art,Latin American artists of the twentieth century /,[1993] +GW - CAH-2011,CAH 4189/6270 - Wetenhall - Fall 2023,"Wetenhall, Tanya",CAH 4189,,0140135154; 9780140135152,ways of seeing -,Penguin Books; British Broadcasting Corporation,Ways of seeing /,"c1977, c1972." +GW - CAH-2011,CAH 4189/6270 - Wetenhall - Fall 2023,"Wetenhall, Tanya",CAH 4189,,1501337408; 9781501337406; 9781501337352; 1501337351,survey of historic costume - tort,Fairchild Books Bloomsbury Publishing Inc,Survey of historic costume /,2021. +GW - CAH-2011,CAH 4189/6270 - Wetenhall - Fall 2023,"Wetenhall, Tanya",CAH 4189,,9780520082311; 0520082311; 9780380487776; 0380487772,seeing through clothes - holl,University of California Press,Seeing through clothes /,[1993] +GW - CAH-2011,CAH 4189/6270 - Wetenhall - Fall 2023,"Wetenhall, Tanya",CAH 4189,,9781350032729; 1350032727; 9781350032699; 1350032697; 9781350032736; 1350032735,reading fashion in art - mida,Bloomsbury Publishing; Bloomsbury Visual Arts,Reading fashion in art,2020. +GW - CAH-2011,CAH 6270 - Lipinski - Fall 2023,"Lipinski, Lisa",CAH 6270,,0520344324; 9780520344327,political body stories on art feminism and emancipation in latin america - giun,University of California Press,"The political body : stories on art, feminism, and emancipation in Latin America /",[2023] +GW - CAH-2011,CAH 6270 - Lipinski - Fall 2023,"Lipinski, Lisa",CAH 6270,,9780714832104; 0714832103,latin american art in the twentieth century -,Phaidon Press,Latin American art in the twentieth century /,[1996] +GW - CAH-2011,CAH 6270 - Lipinski - Fall 2023,"Lipinski, Lisa",CAH 6270,,9780810961210; 0810961210; 9780870704246; 0870704249; 9780870704314; 0870704311,latin american artists of the twentieth century -,The Museum of Modern Art,Latin American artists of the twentieth century /,[1993] +GW - CAH-2011,CAH 6400 - Lipinski - Fall 2023,"Lipinski, Lisa",CAH 6400,,0714844055; 9780714844053; 0714864951; 9780714864952,salon to biennial exhibitions that made art history -,Phaidon,Salon to biennial : exhibitions that made art history /,[2008-c2013] +GW - CAH-2011,CAH 6400 - Lipinski - Fall 2023,"Lipinski, Lisa",CAH 6400,,9780070182677; 0070182671,shock of the new seven historic exhibitions of modern art - dunl,American Heritage Press,The shock of the new; seven historic exhibitions of modern art.,[1972] +GW - CAH-2011,CAH 6400 - Lipinski - Fall 2023,"Lipinski, Lisa",CAH 6400,,9780262035521; 0262035529,beyond objecthood the exhibition as a critical form since 1968 - voor,The MIT Press,Beyond objecthood : the exhibition as a critical form since 1968 /,[2017] +GW - CAH-2011,CAH 6400 - Lipinski - Fall 2023,"Lipinski, Lisa",CAH 6400,,9780714864952; 0714864951,biennials and beyond exhibitions that made art history 1962 2002 - alts,Phaidon Press Limited,"Biennials and beyond : exhibitions that made art history, 1962-2002 /",2013. +GW - CAH-2011,CAH 6400 - Lipinski - Fall 2023,"Lipinski, Lisa",CAH 6400,,9780810936379; 0810936372,avant garde in exhibition new art in the 20th century - alts,Abrams,The avant-garde in exhibition : new art in the 20th century /,1994. +GW - CAS-2005,COMM 2100/6100 - Hundal - Fall 2023,"Hundal, Savreen",COMM 2100/6100,,1260254097; 9781260254099; 9781260807653; 1260807657,introducing communication theory analysis and application - west,McGraw-Hill Education,Introducing communication theory : analysis and application /,[2021] +GW - CAS-2005,HIST 1011 - Burns - Fall 2023,"Burns, William",HIST 1011,,0190602694; 9780190602697; 9780190602703; 0190602708,great hanoi rat hunt empire disease and modernity in french colonial vietnam - vann,Oxford University Press,"The great Hanoi rat hunt : empire, disease, and modernity in French colonial Vietnam /",[2019] +GW - CAS-2005,HIST 1011 - Burns - Fall 2023,"Burns, William",HIST 1011,,0674043898; 9780674043893; 0674013123; 9780674013124,two princes of calabar an eighteen century atlantic odyssey - spar,Harvard University Press,The two princes of Calabar : an eighteen century Atlantic odyssey /,[2004] +GW - CAS-2005,HIST 1011 - Burns - Fall 2023,"Burns, William",HIST 1011,,145761815X; 9781457618154,voices of decolonization a brief history with documents - shep,Bedford/St Martin's,Voices of decolonization : a brief history with documents /,[2015] +GW - CAS-2005,HIST 1011 - Burns - Fall 2023,"Burns, William",HIST 1011,,1624664326; 9781624664328; 1624664334; 9781624664335; 1624664342; 9781624664342,matteo ricci and the catholic mission to china 1583 1610 a short history with documents - hsia,Hackett Publishing Company Inc,"Matteo Ricci and the Catholic mission to China, 1583-1610 : a short history with documents /",[2016] +GW - CAS-2005,HIST 1011 - Burns - Fall 2023,"Burns, William",HIST 1011,,1624664342; 9781624664342; 1624664326; 9781624664328,matteo ricci and the catholic mission to china 1583 1610 a short history with documents - hsia,Hackett Publishing Company Inc,"Matteo Ricci and the Catholic Mission to China, 1583-1610 A Short History with Documents",2016. +GW - CAS-2005,HIST 1011 - Burns - Fall 2023,"Burns, William",HIST 1011,,9780674013124; 0674013123; 9780674032057; 0674032055,two princes of calabar an eighteenth century atlantic odyssey - spar,Harvard University Press,The two princes of Calabar : an eighteenth-century Atlantic odyssey /,2004. +GW - CHIN-11,CHIN 1001 - Zhang - Fall 2023,"Zhang, Phyllis",CHIN 1001,,1285433467; 9781285433462,developing chinese fluency an introductory course ni wo ta volume 2 - zhan,Cengage Learning,"Developing Chinese fluency, an introductory course. Ni wo ta /",[2015] +GW - CHIN-11,CHIN 1001 - Zhang - Fall 2023,"Zhang, Phyllis",CHIN 1001,,9781285433530; 128543353X,developing chinese fluency an introductory course ni wo ta volume 1 - zhan,Cengage Learning,"Developing Chinese fluency, an introductory course. Ni wo ta /",[2015] +GW - CHIN-11,CHIN 1001 - Zhang - Fall 2023,"Zhang, Phyllis",CHIN 1001,,9781285456799; 1285456793,developing chinese fluency an introductory course literacy workbook volume 1 - zhan,Centage Learning,Developing Chinese fluency. an introductory course : literacy workbook /,©2015. +GW - CHIN-11,CHIN/WGSS 3136W - Chen - Fall 2023,"Chen, Liana",CHIN/WGSS 3136W,,9781400060283; 1400060281,"snow flower and the secret fan a novel - see,",Random House,Snow flower and the secret fan : a novel /,2005. +GW - CLAS-177,CLAS 3107 - Rollston - Fall 2023,"Rollston, Christopher",CLAS 3107,,0664234976; 9780664234973,everyday law in biblical israel an introduction - west,Westminster John Knox Press,Everyday law in biblical Israel : an introduction /,c2009. +GW - CLAS-177,CLAS 3107 - Rollston - Fall 2023,"Rollston, Christopher",CLAS 3107,,0788503782; 9780788503788,law collections from mesopotamia and asia minor - roth,Scholars Press,Law collections from Mesopotamia and Asia Minor /,c1997. +GW - CLAS-177,CLAS 3107 - Rollston - Fall 2023,"Rollston, Christopher",CLAS 3107,,9780788501043; 0788501046; 9780788501265; 0788501267,law collections from mesopotamia and asia minor - roth,Scholars Press,Law collections from Mesopotamia and Asia Minor /,[1997] +GW - CLAS-177,CLAS 3107 - Rollston - Fall 2023,"Rollston, Christopher",CLAS 3107,,9780801842511; 0801842514; 9780801867156; 0801867150,amarna letters -,Johns Hopkins University Press,The Amarna letters /,[1992] +GW - CLAS-177,CLAS 3115 - Friedland - Fall 2023,"Friedland, Elise",CLAS 3115,,9780521002301; 0521002303; 9780521461436; 052146143X,mosaics of the greek and roman world - dunb,Cambridge University Press,Mosaics of the Greek and Roman world /,1999. +GW - CLAS-177,CLAS 3115 - Friedland - Fall 2023,"Friedland, Elise",CLAS 3115,,9780714109893; 0714109894; 9780714119052; 0714119059,ancient faces mummy portraits from roman egypt - brit,Published for the Trustees of the British Museum by the British Museum Press,Ancient faces : mummy portraits from Roman Egypt /,1997. +GW - CLAS-177,CLAS 3115 - Friedland - Fall 2023,"Friedland, Elise",CLAS 3115,,9780789211255; 0789211254,greek and roman mosaics - papp,Abbeville Press,Greek and Roman mosaics /,2012. +GW - CLAS-177,CLAS 3115 - Friedland - Fall 2023,"Friedland, Elise",CLAS 3115,,9780884023548; 0884023540,dumbarton oaks the collections - dumb,Distributed by Harvard University Press; Published by Dumbarton Oaks Research Library and Collection,Dumbarton Oaks : the collections /,2008. +GW - COMM-301,COMM 1040 - Newbill - Fall 2023,,COMM 1040,,0134380924; 9780134380926,public speaking finding your voice - turn,Pearson,Public speaking : finding your voice /,[2018] +GW - COMM-301,COMM 1040 - Piatt - Fall 2023,"Piatt, Barry",COMM 1040,,,speaker s guidebook text and reference - o'ha,Bedford/St Martin's,A speaker's guidebook : text and reference /,2022 +GW - COMM-301,COMM 1040 - Piatt - Fall 2023,"Piatt, Barry",COMM 1040,,1478634898; 9781478634898,rhetorical criticism exploration and practice - foss,Waveland Press,Rhetorical criticism : exploration and practice /,[2018] +GW - COMM-301,COMM 1041 - Chaaban - Fall 2023,"Chaaban, Nader",COMM 1041,,0136968473; 9780136968474; 1292439556; 9781292439556; 9781292439600; 1292439602,interpersonal communication book - devi,Pearson,The interpersonal communication book /,[2022] +GW - COMM-301,COMM 1041 - Kennedy - Fall 2023,"Kennedy, Colleen",COMM 1041,,9780134877174; 0134877179,interpersonal communication relating to others - beeb,Pearson,Interpersonal communication : relating to others /,2020. +GW - COMM-301,COMM 1041 - Robbins - Fall 2023,"Robbins, Kellis",COMM 1041,,9780134877174; 0134877179,interpersonal communication relating to others - beeb,Pearson,Interpersonal communication : relating to others /,2020. +GW - COMM-301,COMM 1041 - Weiner - Fall 2023,"Weiner, Abbie",COMM 1041,,9780134877174; 0134877179,interpersonal communication relating to others - beeb,Pearson,Interpersonal communication : relating to others /,2020. +GW - COMM-301,COMM 6190 - Debebe - Fall 2023,"Debebe, Gelaye",COMM 6190,,0471174661; 9780471174660,dialogue rediscover the transforming power of conversation - elli,J Wiley & Sons,Dialogue : rediscover the transforming power of conversation /,[1998] +GW - CORC-1935,CIAR 3250 - Crawford - Fall 2023,"Crawford, Kent",CIAR 3250,,111937720X; 9781119377207; 9781119468578; 1119468574; 9781119468530; 1119468531,interior design illustrated - chin,John Wiley & Sons Inc,Interior design illustrated /,[2018] +GW - CORC-1935,CSA 3712 - McAleer-Keeler - Fall 2023,"McAleer-Keeler, Kerry",CSA 3712,,9780978588144; 0978588142,general printing - clee,Liber Apertus Press,General printing /,2006. +GW - ECON-18,ECON 1012 - Bird - Fall 2023,"Bird, Ronald",ECON 1012,,0357723066; 9780357723067,brief principles of macroeconomics - mank,Cengage Learning,Brief principles of macroeconomics /,2024 +GW - ECON-18,ECON 2101 - Joshi - Fall 2023,"Joshi, Sumit",ECON 2101,,0134184246; 9780134184241; 0134167120; 9780134167121,microeconomics - pind,Pearson,Microeconomics /,[2018] +GW - ECON-18,ECON 2101 - Malik - Fall 2023,"Malik, Arun",ECON 2101,,9781118488874; 1118488873; 9781118572276; 1118572270,microeconomics - besa,Wiley,Microeconomics /,[2014] +GW - ECON-18,ECON 2151 - Fall 2023,,ECON 2151,,129229115X; 9781292291154; 1292291206; 9781292291208; 9781292291192; 1292291192,economic development - toda,Pearson,Economic development /,2020. +GW - ECON-18,ECON 2151 - Fall 2023,,ECON 2151,,9780133406788; 0133406784,economic development - toda,Pearson,Economic development /,[2015] +GW - ECON-18,ECON 2199 - Chiswick - Fall 2023,"Chiswick, Barry",ECON 2199,,0367346974; 9780367346973; 0367346982; 9780367346980; 9781000397871; 1000397874; 9781000397857; 1000397858; 9780429327209; 042932720X,modern labor economics theory and public policy - smit,Routledge,Modern labor economics : theory and public policy /,2023. +GW - ECON-18,ECON 8341 - Chiswick - Fall 2023,"Chiswick, Barry",ECON 8341,,0367346974; 9780367346973; 0367346982; 9780367346980; 9781000397871; 1000397874; 9781000397857; 1000397858; 9780429327209; 042932720X,modern labor economics theory and public policy - smit,Routledge,Modern labor economics : theory and public policy /,2023. +GW - ENGL-22,ENGL 1315 - Dugan - Fall 2023,"Dugan, Holly",ENGL 1315,,9780140439052; 0140439056,christmas carol and other christmas writings - dick,Rowland Phototypesetting Ltx; Lays Limited; Penguin Books,"A Christmas carol, and other Christmas writings /",2003. +GW - ENGL-22,ENGL 1315 - Dugan - Fall 2023,"Dugan, Holly",ENGL 1315,,9780439023481; 0439023483; 9780439023528; 0439023521; 9780545310581; 054531058X; 9780545425117; 0545425115; 9781451740752; 1451740751,hunger games - coll,Scholastic Press,The Hunger Games /,2008. +GW - ENGL-22,ENGL 1315 - Dugan - Fall 2023,"Dugan, Holly",ENGL 1315,,9780684801520; 0684801523,great gatsby - fitz,Scribner Paperback Fiction,The great Gatsby /,1995. +GW - ENGL-22,ENGL 1315 - Dugan - Fall 2023,"Dugan, Holly",ENGL 1315,,9781594486685; 1594486689; 9781594487293; 1594487294,how to get filthy rich in rising asia - hami,Riverhead Books,How to Get Filthy Rich in Rising Asia /,2013. +GW - ENGL-22,ENGL 1360/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 1360/WGSS 3170,,0393602974; 9780393602975,classic fairy tales texts criticism -,WW Norton & Company,"The classic fairy tales : texts, criticism /",[2017] +GW - ENGL-22,ENGL 1360/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 1360/WGSS 3170,,1577315936; 9781577315933,hero with a thousand faces - camp,New World Library,The hero with a thousand faces /,[2008] +GW - ENGL-22,ENGL 1360/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 1360/WGSS 3170,,1603292624; 9781603292627; 9781603292634; 1603292632; 1603292659; 9781603292658; 9781603292641; 1603292640,mla handbook -,The Modern Language Association of America,MLA Handbook /,[2016] +GW - ENGL-22,ENGL 1360/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 1360/WGSS 3170,,9780140440928; 0140440925,sir gawain and the green knight -,Penguin,Sir Gawain and the Green Knight /,1974. +GW - ENGL-22,ENGL 1360/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 1360/WGSS 3170,,9780375866562; 0375866566; 9780375966569; 0375966560; 9780375896583; 0375896589,seraphina a novel - hart,Random House,Seraphina : a novel /,[2012] +GW - ENGL-22,ENGL 1360/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 1360/WGSS 3170,,9780394751047; 0394751043,king must die - rena,Vintage Books,The king must die /,"1988, ©1986." +GW - ENGL-22,ENGL 1360/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 1360/WGSS 3170,,9780743261647; 074326164X; 9780743261692; 0743261690,gilgamesh a new english version -,Free Press,Gilgamesh : a new English version /,[2004] +GW - ENGL-22,ENGL 1360/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 1360/WGSS 3170,,9780807083055; 0807083054,kindred - butl,Beacon Press,Kindred /,[1988] +GW - ENGL-22,ENGL 2100/AMST 2490/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 2100/AMST 2490/WGSS 3170,,0156034026; 9780156034029,reluctant fundamentalist - hami,Houghton Mifflin Harcourt,The reluctant fundamentalist /,"2008, c2007." +GW - ENGL-22,ENGL 2100/AMST 2490/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 2100/AMST 2490/WGSS 3170,,0190219769; 9780190219765; 9780190219789; 0190219785; 0190219793; 9780190219796,"asian american history a very short introduction - hsu,",Oxford University Press,Asian American history : a very short introduction /,[2017] +GW - ENGL-22,ENGL 2100/AMST 2490/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 2100/AMST 2490/WGSS 3170,,0295745916; 9780295745916; 0295745908; 9780295745909,fifth chinese daughter - jade,University of Washington Press,Fifth Chinese Daughter,2019 +GW - ENGL-22,ENGL 2100/AMST 2490/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 2100/AMST 2490/WGSS 3170,,0307787818; 9780307787811; 0679723285; 9780679723288,china men - king,Vintage Books,China men /,1989 +GW - ENGL-22,ENGL 2100/AMST 2490/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 2100/AMST 2490/WGSS 3170,,0316324469; 9780316324465,disgraced a play - akht,Back Bay Books/Little Brown and Co,Disgraced : a play /,2013. +GW - ENGL-22,ENGL 2100/AMST 2490/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 2100/AMST 2490/WGSS 3170,,0525575111; 9780525575115,i was their american dream a graphic memoir - ghar,Clarkson Potter,I was their American dream : a graphic memoir /,[2019] +GW - ENGL-22,ENGL 2100/AMST 2490/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 2100/AMST 2490/WGSS 3170,,110191128X; 9781101911280,twilight los angeles 1992 on the road a search for american character - smit,Anchor Books,"Twilight, Los Angeles, 1992 : on the road : a search for American character /",[2014] +GW - ENGL-22,ENGL 2100/AMST 2490/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 2100/AMST 2490/WGSS 3170,,1419718770; 9781419718779; 1613129300; 9781613129302,"best we could do an illustrated memoir - bui,",Abrams ComicArts,The best we could do : an illustrated memoir /,[2017] +GW - ENGL-22,ENGL 2100/AMST 2490/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 2100/AMST 2490/WGSS 3170,,163405976X; 9781634059763,"we hereby refuse japanese american resistance to wartime incarceration - abe,",Chin Music Press; Wing Luke Museum,We hereby refuse : Japanese American resistance to wartime incarceration /,[2021] +GW - ENGL-22,ENGL 2100/AMST 2490/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 2100/AMST 2490/WGSS 3170,,1984820370; 9781984820372; 9781984820365; 1984820362,minor feelings an asian american reckoning - hong,One World,Minor feelings : an Asian American reckoning /,[2020] +GW - ENGL-22,ENGL 2100/AMST 2490/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 2100/AMST 2490/WGSS 3170,,9780385473750; 0385473753; 9780385473767; 0385473761,twilight los angeles 1992 on the road a search for american character - smit,Anchor Books,"Twilight--Los Angeles, 1992 on the road : a search for American character /",1994. +GW - ENGL-22,ENGL 2100/AMST 2490/WGSS 3170 - Chu - Fall 2023,"Chu, Patricia",ENGL 2100/AMST 2490/WGSS 3170,,9781439920534; 1439920532; 9781439920510; 1439920516; 1439920524; 9781439920527,passing for perfect college impostors and other model minorities - ninh,Temple University Press,Passing for perfect : college impostors and other model minorities /,2021. +GW - ENGL-22,ENGL 2460 - Hartman - Fall 2023,"Hartman, Virginia",ENGL 2460,,0063244306; 9780063244306,no sweet without brine poems - mani,Amistad an imprint of HarperCollins Publishers,No sweet without brine : poems /,[2023] +GW - ENGL-22,ENGL 2460 - Hartman - Fall 2023,"Hartman, Virginia",ENGL 2460,,022661655X; 9780226616551; 022661669X; 9780226616698; 9780226616728; 022661672X,writing fiction a guide to narrative craft - burr,The University of Chicago Press,Writing fiction : a guide to narrative craft /,2019. +GW - ENGL-22,ENGL 2460 - Hartman - Fall 2023,"Hartman, Virginia",ENGL 2460,,0374610487; 9780374610487; 0374613044; 9780374613044,absolution - mcde,Farrar Straus and Giroux,Absolution /,2023. +GW - ENGL-22,ENGL 2711W - Sugathan - Fall 2023,"Sugathan, Leenu",ENGL 2711W,,9789382579014; 938257901X,this side that side restorying partition graphic narratives from pakistan india bangladesh -,Yoda Press,"This side, that side : restorying partition : graphic narratives from Pakistan, India, Bangladesh /",[2013] +GW - FILM-2098,FILM 2153 - Shull - Fall 2023,"Shull, Michael",FILM 2153,,1281346470; 9781281346476; 9786611346478; 6611346473; 0191518182; 9780191518188; 0198742428; 9780198742425; 0198112572; 9780198112570,oxford history of world cinema -,Oxford University Press,The Oxford history of world cinema,1996. +GW - FILM-2098,FILM 2153 - Shull - Fall 2023,"Shull, Michael",FILM 2153,,9780198112570; 0198112572; 9780198742425; 0198742428,oxford history of world cinema -,Oxford University Press,The Oxford history of world cinema /,1996. +GW - GEOG-112,GEOG 1002 - Shiklomanov - Fall 2023,"Shiklomanov, Nikolay",GEOG 1002,,0135827140; 9780135827147,mcknight s physical geography a landscape appreciation - hess,Pearson,McKnight's physical geography : a landscape appreciation /,[2022] +GW - GEOG-112,GEOG 1003 - Odell - Fall 2023,"Odell, Scott",GEOG 1003,,1405189320; 9781405189323; 9781405189316; 1405189312; 9781118241059; 1118241053; 9781118241004; 1118241002; 9781118240984; 1118240987; 1118240952; 9781118240953; 1118240936; 9781118240939,introduction to human environment geography local dynamics and global processes - mose,Wiley-Blackwell,An introduction to human-environment geography : local dynamics and global processes /,[2014] +GW - GEOG-112,GEOG 2104 - Hinton - Fall 2023,"Hinton, Richard",GEOG 2104,,1453337628; 9781453337622,essentials of geographic information systems - shin,FlatWorld,Essentials of geographic information systems /,[2022] +GW - GEOG-112,GEOG 2120 - Price - Fall 2023,"Price, Marie",GEOG 2120,,0134898397; 9780134898391,globalization and diversity geography of a changing world - pric,Pearson Education Inc,Globalization and diversity : geography of a changing world /,[2020] +GW - GEOL-65,GEOL 1005 - Nassar - Fall 2023,"Nassar, Peter",GEOL 1005,,1264094728; 9781264094721; 1266715967; 9781266715969; 9781266716768; 1266716769,environmental geology - mont,McGraw Hill LLC,Environmental geology /,[2023] +GW - GER-119,GER 3185 - Stein - Fall 2023,"Stein, Mary Beth",GER 3185,,9780151007646; 0151007640,crabwalk - gras,Harcourt,Crabwalk /,[2002] +GW - GER-119,GER 3185 - Stein - Fall 2023,"Stein, Mary Beth",GER 3185,,9780226041278; 0226041271,bronstein s children - beck,University of Chicago Press,Bronstein's children /,1999. +GW - GER-119,GER 3185 - Stein - Fall 2023,"Stein, Mary Beth",GER 3185,,9780374103743; 0374103747,in my brother s shadow a life and death in the ss - timm,Farrar Straus Giroux,In my brother's shadow : a life and death in the SS /,[2005] +GW - HIST-51,HIST 1310 - Goetz - Fall 2023,"Goetz, Matthew",HIST 1310,,0357022319; 9780357022313; 0357020758; 9780357020753,liberty equality power a history of the american people to 1877 volume 1 - murr,Cengage,"Liberty, equality, power : a history of the American people.",2018 +GW - HIST-51,HIST 1310 - Goetz - Fall 2023,"Goetz, Matthew",HIST 1310,,9780670022960; 0670022969,american nations a history of the eleven rival regional cultures of north america - wood,Viking,American nations : a history of the eleven rival regional cultures of North America /,2011. +GW - HIST-51,HIST 3186 - Harrison - Fall 2023,"Harrison, Hope",HIST 3186,,9781474262415; 1474262414; 1474262422; 9781474262422; 9781474262439; 1474262430; 9781474262446; 1474262449,germany since 1945 politics culture and society - cald,Bloomsbury Academic,"Germany since 1945 : politics, culture, and society /",2018. +GW - HIST-51,HIST 3303 - Goetz - Fall 2023,"Goetz, Matthew",HIST 3303,,1138892041; 9781138892040; 113889205X; 9781138892057; 9781315709369; 1315709368,revolutionary america 1763 1815 a political history - cogl,Routledge Taylor & Francis Group,"Revolutionary America, 1763-1815 : a political history /",2017. +GW - HIST-51,HIST 3303 - Goetz - Fall 2023,"Goetz, Matthew",HIST 3303,,9780415537568; 0415537568; 9780415537575; 0415537576,american revolution reader -,Routledge,The American Revolution reader /,2014. +GW - HIST-51,HIST 3304 - Brunsman - Fall 2023,"Brunsman, Denver",HIST 3304,,,lives bound together slavery at washington s mount vernon - scho,,Lives bound together: slavery at Washington's Mount Vernon,2016 +GW - HIST-51,HIST 3304 - Brunsman - Fall 2023,"Brunsman, Denver",HIST 3304,,9780393060324; 0393060322,revolution mapping the road to american independence 1755 1783 - rich,,Revolution : mapping the road to American independence 1755-1783,2015 +GW - HIST-51,HIST 3304 - Brunsman - Fall 2023,"Brunsman, Denver",HIST 3304,,9780674246386; 0674246381,washington at the plow the founding farmer and the question of slavery - rags,,Washington at the plow: the founding farmer and the question of slavery,2021 +GW - HIST-51,HIST 3304 - Brunsman - Fall 2023,"Brunsman, Denver",HIST 3304,,9780735224100; 0735224102,"you never forget your first a biography of george washington - coe,",,You never forget your first : a biography of George Washington,2020 +GW - HIST-51,HIST 3304 - Brunsman - Fall 2023,"Brunsman, Denver",HIST 3304,,9781335449511; 1335449515,first family - good,,First family,2023 +GW - HIST-51,HIST 3304 - Brunsman - Fall 2023,"Brunsman, Denver",HIST 3304,,9781555952686; 1555952682,george washington collection fine and decorative arts at mount vernon - cado,Distributed in the United States by National Book Networks; Hudson Hills Press,The George Washington collection : fine and decorative arts at Mount Vernon /,[2006] +GW - HIST-51,HIST 3324 - Klemek - Fall 2023,"Klemek, Christopher",HIST 3324,,9780252008801; 0252008804,lives of their own blacks italians and poles in pittsburgh 1900 1960 - bodn,University of Illinois Press,"Lives of their own : Blacks, Italians, and Poles in Pittsburgh, 1900-1960 /",[1982] +GW - HIST-51,HIST 3324 - Klemek - Fall 2023,"Klemek, Christopher",HIST 3324,,9780252013782; 0252013786,work and community in the jungle chicago s packinghouse workers 1894 1922 - barr,University of Illinois Press,"Work and community in the jungle : Chicago's packinghouse workers, 1894-1922 /",[1987] +GW - HIST-51,HIST 3324 - Klemek - Fall 2023,"Klemek, Christopher",HIST 3324,,9780300048483; 0300048483,constructing chicago - blue,Yale University Press,Constructing Chicago /,[1991] +GW - HIST-51,HIST 3324 - Klemek - Fall 2023,"Klemek, Christopher",HIST 3324,,9780521343749; 0521343747; 9780521387392; 0521387396,new face on the countryside indians colonists and slaves in south atlantic forests 1500 1800 - silv,Cambridge University Press,"A new face on the countryside : Indians, colonists, and slaves in South Atlantic forests, 1500-1800 /",1990. +GW - HIST-51,HIST 3324 - Klemek - Fall 2023,"Klemek, Christopher",HIST 3324,,9780812277470; 0812277473,roots of the american working class the industrialization of crafts in newark 1800 1860 - hirs,University of Pennsylvania Press,"Roots of the American working class : the industrialization of crafts in Newark, 1800-1860 /",1978. +GW - HIST-51,HIST 3324 - Klemek - Fall 2023,"Klemek, Christopher",HIST 3324,,9780938420750; 0938420755,chesapeake an environmental biography - wenn,Maryland Historical Society,The Chesapeake : an environmental biography /,[2001] +GW - HIST-51,HIST 6030 - Harrison - Fall 2023,"Harrison, Hope",HIST 6030,,0197575501; 9780197575505; 9780197575529; 0197575528,sparks china s underground historians and their battle for the future - john,Oxford University Press,Sparks : China's underground historians and their battle for the future /,[2023] +GW - HIST-51,HIST 6602 - Hopkins - Fall 2023,"Hopkins, Benjamin",HIST 6602,,9780226767765; 0226767760; 9780226767772; 0226767779,"comfort women sexual violence and postcolonial memory in korea and japan - soh,",University of Chicago Press,The comfort women : sexual violence and postcolonial memory in Korea and Japan /,[2008] +GW - HIST-51,HIST 6602 - Hopkins - Fall 2023,"Hopkins, Benjamin",HIST 6602,,9780393320275; 0393320278,embracing defeat japan in the wake of world war ii - dowe,WW Norton and Company/New Press,Embracing defeat : Japan in the wake of World War II /,2000. +GW - HIST-51,HIST 6602 - Hopkins - Fall 2023,"Hopkins, Benjamin",HIST 6602,,9780747558040; 0747558043,long shadows truth lies and history - pari,Bloomsbury,"Long shadows : truth, lies and history /",2002. +GW - HIST-51,HIST 6602 - Hopkins - Fall 2023,"Hopkins, Benjamin",HIST 6602,,9780802777683; 0802777686; 9780802779236; 0802779239,mao s great famine the history of china s most devastating catastrophe 1958 1962 - diko,Walker and Company,"Mao's great famine : the history of China's most devastating catastrophe, 1958-1962 /",2010. +GW - HOL-1570,HOL 8724 - Nakamura - Fall 2023,"Nakamura, Yoshie",HOL 8724,,1506386709; 9781506386706; 1506386768; 9781506386768; 9781506386683; 1506386687,research design qualitative quantitative and mixed methods approaches - cres,SAGE Publications Inc,"Research design : qualitative, quantitative, and mixed methods approaches /",[2018] +GW - HOL-1570,HOL 8724 - Nakamura - Fall 2023,"Nakamura, Yoshie",HOL 8724,,9781433832178; 1433832178; 9781433832161; 143383216X; 9781433832154; 1433832151,publication manual of the american psychological association the official guide to apa style -,American Psychological Association,Publication manual of the American Psychological Association : the official guide to APA style.,2020. +GW - HOL-1570,HOL 8724 - Nakamura - Fall 2023,"Nakamura, Yoshie",HOL 8724,,9781506330204; 1506330207,qualitative inquiry research design choosing among five approaches - cres,SAGE,Qualitative inquiry & research design : choosing among five approaches /,2018. +GW - IAFF-58,IAFF 2190W - Beyoghlow - Fall 2023,"Beyoghlow, Kamal",IAFF 2190W,,1071844466; 9781071844465; 9781071844489; 1071844482,middle east -,CQ Press; Sage,The Middle East /,2023. +GW - IAFF-58,IAFF 3172 - Hakizimana - Fall 2023,"Hakizimana, Gedeon",IAFF 3172,,0745687210; 9780745687216; 0745687229; 9780745687223,contemporary conflict resolution the prevention management and transformation of deadly conflicts - rams,Polity Press,"Contemporary conflict resolution : the prevention, management and transformation of deadly conflicts /",2016. +GW - IAFF-58,IAFF 3172 - Lazarus - Fall 2023,"Lazarus, Edward",IAFF 3172,,0745687210; 9780745687216; 0745687229; 9780745687223,contemporary conflict resolution the prevention management and transformation of deadly conflicts - rams,Polity Press,"Contemporary conflict resolution : the prevention, management and transformation of deadly conflicts /",2016. +GW - IAFF-58,IAFF 3172 - Lazarus - Fall 2023,"Lazarus, Edward",IAFF 3172,,9780072855357; 0072855355,social conflict escalation stalemate and settlement - prui,McGraw-Hill,"Social conflict : escalation, stalemate, and settlement.",[2004] +GW - IAFF-58,IAFF 3182 - Sutter - Fall 2023,"Sutter, Robert",IAFF 3182,,150953749X; 9781509537495; 9781509537518; 1509537511,world according to china - econ,Polity,The world according to China /,2022. +GW - IAFF-58,IAFF 3182 - Sutter - Fall 2023,"Sutter, Robert",IAFF 3182,,1509546510; 9781509546510; 9781509546527; 1509546529,china s leaders from mao to now - sham,Polity,China's leaders : from Mao to now /,2021. +GW - IAFF-58,IAFF 3182 - Sutter - Fall 2023,"Sutter, Robert",IAFF 3182,,9781503634152; 1503634159; 9781503634145; 1503634140,dragon roars back transformational leaders and dynamics of chinese foreign policy - zhao,Stanford University Press,The dragon roars back : transformational leaders and dynamics of Chinese foreign policy /,[2023] +GW - IAFF-58,IAFF 3186 - Keidel - Fall 2023,"Keidel, Albert",IAFF 3186,,9789811230486; 981123048X,china s economic challenge unconventional success - keid,World Scientific Publishing Co,China's economic challenge: unconventional success,2022 +GW - IAFF-58,IAFF 6118 - Bennett - Fall 2023,"Bennett, Yan",IAFF 6118,,9789280812305; 9280812300; 9789280871999; 9280871994,transforming the united nations system designs for a workable world - schw,United Nations University Press,Transforming the United Nations system : designs for a workable world /,[2013] +GW - IAFF-58,IAFF 6118 - Gray - Fall 2023,"Gray, Gordon",IAFF 6188,,1250217032; 9781250217035; 9781250217042; 1250217040,losing the long game the false promise of regime change in the middle east - gord,St Martin's Press,Losing the long game : the false promise of regime change in the Middle East /,2020. +GW - IAFF-58,IAFF 6118 - Gray - Fall 2023,"Gray, Gordon",IAFF 6188,,9780374299286; 0374299285,statecraft and how to restore america s standing in the world - ross,Farrar Straus and Giroux,Statecraft : and how to restore America's standing in the world /,2007. +GW - IAFF-58,IAFF 6358/3187 - Abente Brun - Fall 2023,"Abente Brun, Diego",IAFF 6358/3187,,0190611340; 9780190611347,democracy in latin america political change in comparative perspective - smit,Oxford University Press,Democracy in Latin America : political change in comparative perspective /,[2017] +GW - IAFF-58,IAFF 6358/3187 - Abente Brun - Fall 2023,"Abente Brun, Diego",IAFF 6358/3187,,0190674652; 9780190674656; 0190674679; 9780190674670,modern latin america - smit,Oxford University Press,Modern Latin America /,[2019] +GW - IAFF-58,IAFF 6358/3187 - Abente Brun - Fall 2023,"Abente Brun, Diego",IAFF 6358/3187,,1509540016; 9781509540013; 1509540024; 9781509540020; 9781509540037; 1509540032,new latin america - cald,Polity Press,The new Latin America /,[2020] +GW - IAFF-58,IAFF 6358/3187 - Abente Brun - Fall 2023,"Abente Brun, Diego",IAFF 6358/3187,,9781588267610; 158826761X; 9781588267863; 1588267865,quality of democracy in latin america -,Lynne Rienner Publishers,The quality of democracy in Latin America /,2011. +GW - IBUS-1471,IBUS 3001 - Kulathunga - Fall 2023,"Kulathunga, Anoma",IBUS 3001,,9781264383870; 1264383878; 9781260387544; 1260387542,international business competing in the global marketplace - hill,McGraw-Hill/Irwin,International business : competing in the global marketplace /,[2023] +GW - MAE-318,MAE 3166W - Leng - Fall 2023,"Leng, Yongsheng",MAE 3166,,0470419970; 9780470419977; 0470556730; 9780470556733,materials science and engineering an introduction - call,John Wiley & Sons Inc,Materials science and engineering : an introduction /,[2010] +GW - MATH-180,MATH 1007 - Fall 2023,"Foroozan, Farshad; Pohrivchak, Michael; Schmitt, William",MATH 1007,,9781498798860; 1498798861,mathematics of politics - robi,CRC Press Taylor & Francis group,The mathematics of politics /,[2017] +GW - MATH-180,MATH 1009 - Fall 2023,"Dunn, Eric; Przytycki, Jozef",MATH 1009,,9781464124730; 1464124736; 9781464124839; 1464124833,for all practical purposes mathematical literacy in today s world -,WH Freeman and Co,For all practical purposes : mathematical literacy in today's world /,2016. +GW - MATH-180,MATH 1051 - Foroozan - Fall 2023,"Foroozan, Farshad",MATH 1051,,1319055702; 9781319055707,for all practical purposes mathematical literacy in today s world -,Macmillan Learning WH Freeman and Company,For all practical purposes : mathematical literacy in today's world /,[2022] +GW - MATH-180,MATH 1220 - Roosevelt - Fall 2023,"Roosevelt, Sharon",MATH 1220,,9780321671042; 032167104X,just in time algebra and trigonometry for calculus - muel,Pearson Education,Just-in-time algebra and trigonometry for calculus /,[2013] +GW - ORSC-1465,ORSC 1109 - Costanza - Fall 2023,"Costanza, David",ORSC 1109,,0132729946; 9780132729949; 0273765604; 9780273765608; 1299924409; 9781299924406,organizational theory design and change - jone,Pearson,"Organizational theory, design, and change /",[2013] +GW - ORSC-1465,ORSC 6209 - Debebe - Fall 2023,"Debebe, Gelaye",ORSC 6209,,0875845630; 9780875845630,mary parker follett prophet of management a celebration of writings from the 1920s -,Harvard Business School Press,Mary Parker Follett--prophet of management : a celebration of writings from the 1920s /,c1995. +GW - ORSC-1465,ORSC 6209 - Debebe - Fall 2023,"Debebe, Gelaye",ORSC 6209,,9780132663540; 0132663546; 9780138990220; 0138990220,organizations rational natural and open systems - scot,Prentice Hall,"Organizations : rational, natural, and open systems /",[1998] +GW - ORSC-1465,ORSC 6243/2143 - Debebe - Fall 2023,"Debebe, Gelaye",ORSC 6243/2143,,0471174661; 9780471174660,dialogue rediscover the transforming power of conversation - elli,J Wiley & Sons,Dialogue : rediscover the transforming power of conversation /,[1998] +GW - PAD-61,PPPA 6006 - Linquiti - Fall 2023,"Linquiti, Peter",PPPA 6006,,1544372604; 9781544372600; 9781544372631; 1544372639; 9781544372617; 1544372612,rebooting policy analysis strengthening the foundation expanding the scope - linq,Sage Publications/CQ Press,"Rebooting policy analysis : strengthening the foundation, expanding the scope /",[2023] +GW - PAD-61,PPPA 6006 - Linquiti - Fall 2023,"Linquiti, Peter",PPPA 6006,,9781544372600; 1544372604,rebooting policy analysis strengthening the foundation expanding the scope -,,"Rebooting Policy Analysis: Strengthening the Foundation, Expanding the Scope",9999 +GW - PAD-61,PPPA 6066 - Linquiti - Fall 2023,"Linquiti, Peter",PPPA 6066,,,economics and the environment - eban,Wiley,Economics and the environment,2020 +GW - PERS-2110,PERS 1001 - Valamotamed - Fall 2023,"Valamotamed, Maziar",PERS 1001,,9087282176; 9789087282172; 9789400601949; 9400601948,persian in use an elementary textbook of language and culture - sedi,Leiden University Press,Persian in use : an elementary textbook of language and culture /,[2015] +GW - PHIL-71,PHIL 2133 - Venner - Fall 2023,"Venner, Christopher",PHIL 2133,,1570754322; 9781570754326,mohandas gandhi essential writings - gand,Orbis Books,Mohandas Gandhi : essential writings /,2002. +GW - PHYS-233,PHYS 3165 - White - Fall 2023,"White, Gary",PHYS 3165,,,foundations of electromagnetic theory - reit,Addison-Wesley Pub Company,"Foundations of electromagnetic theory,",[1960] +GW - PHYS-233,PHYS 3165 - White - Fall 2023,"White, Gary",PHYS 3165,,9780201500646; 0201500647; 9780201510034; 0201510030; 9780201510041; 0201510049; 9780201510058; 0201510057; 0201510033,feynman lectures on physics - feyn,Addison-Wesley,The Feynman lectures on physics /,[1989] +GW - PHYS-233,PHYS 3165 - White - Fall 2023,"White, Gary",PHYS 3165,,9780393962512; 0393962512,div grad curl and all that an informal text on vector calculus - sche,WW Norton,"Div, grad, curl, and all that : an informal text on vector calculus /",[1992] +GW - PPPA-1557,PPPA 6053 - Niu - Fall 2023,"Niu, Meili",PPPA 6053,,1506326846; 9781506326849; 9781506326863; 1506326862,financial management for public health and not for profit organizations - fink,CQ Press an imprint of Sage Publications Incorporated,"Financial management for public, health, and not-for-profit organizations /",[2017] +GW - PSC-20,PSC 1001 - Croatti - Fall 2023,"Croatti, Mark",PSC 1001,,039342295X; 9780393422955; 9780393532869; 0393532860,cases and concepts in comparative politics - o'ne,WW Norton & Company,Cases and concepts in comparative politics /,[2021] +GW - PSC-20,PSC 1001 - Kramon - Fall 2023,"Kramon, Eric",PSC 1001,,0134562674; 9780134562674,comparative politics - samu,Pearson,Comparative politics /,[2018] +GW - PSC-20,PSC 1001 - Morgan - Fall 2023,"Morgan, Kimberly",PSC 1001,,039342295X; 9780393422955; 9780393532869; 0393532860,cases and concepts in comparative politics - o'ne,WW Norton & Company,Cases and concepts in comparative politics /,[2021] +GW - PSC-20,PSC 2440 - Olson - Fall 2023,"Olson, Lawrence",PSC 2440,,0198707568; 9780198707561,international relations theories discipline and diversity -,Oxford University Press,International relations theories : discipline and diversity /,[2016] +GW - PSC-20,PSC 2449 - Beyoghlow - Fall 2023,"Beyoghlow, Kamal",PSC 2449,,9780393920109; 0393920100,spread of nuclear weapons an enduring debate - saga,WW Norton & Co,The spread of nuclear weapons : an enduring debate /,2013. +GW - PSC-20,PSC 2476 - Karam - Fall 2023,"Karam, Joyce",PSC 2476,,0205968139; 9780205968138,history of the arab israeli conflict - bick,Routledge,A history of the Arab-Israeli conflict /,2016. +GW - PSC-20,PSC 2476 - Karam - Fall 2023,"Karam, Joyce",PSC 2476,,9781596913431; 1596913436,lemon tree an arab a jew and the heart of the middle east - tola,Bloomsbury,"The lemon tree : an Arab, a Jew, and the heart of the Middle East /",2007. +GW - PSC-20,PSC 6370 - Dickson - Fall 2023,"Dickson, Bruce",PSC 6370,,0679645381; 9780679645382; 0679643478; 9780679643470,wealth and power china s long march to the twenty first century - sche,Random House,Wealth and power : China's long march to the twenty-first century /,2013 +GW - PSC-20,PSC 6370 - Dickson - Fall 2023,"Dickson, Bruce",PSC 6370,,9780679643470; 0679643478; 9780812976250; 0812976258; 9780679645382; 0679645381,wealth and power china s long march to the twenty first century - sche,Random House,Wealth and power : China's long march to the twenty-first century /,2013. +GW - PSC-20,PSC 6372 - Sutter - Fall 2023,"Sutter, Robert",PSC 6372,,150953749X; 9781509537495; 9781509537518; 1509537511,world according to china - econ,Polity,The world according to China /,2022. +GW - PSC-20,PSC 6372 - Sutter - Fall 2023,"Sutter, Robert",PSC 6372,,9781503634152; 1503634159; 9781503634145; 1503634140,dragon roars back transformational leaders and dynamics of chinese foreign policy - zhao,Stanford University Press,The dragon roars back : transformational leaders and dynamics of Chinese foreign policy /,[2023] +GW - PSTD-1546,PSTD 1010 - McCarthy - Fall 2023,"McCarthy, Eli",PSTD 1010,,0190217138; 9780190217136,invitation to peace studies - wood,Oxford University Press,Invitation to peace studies /,2016. +GW - PSTD-1546,PSTD 1010 - McCarthy - Fall 2023,"McCarthy, Eli",PSTD 1010,,1561483907; 9781561483907,little book of conflict transformation - lede,Good Books,The little book of conflict transformation /,[2003] +GW - PSTD-1546,PSTD 1010 - McCarthy - Fall 2023,"McCarthy, Eli",PSTD 1010,,1561488232; 9781561488230; 168099378X; 9781680993783,little book of restorative justice - zehr,Good Books,The little book of restorative justice /,[2015] +GW - PSTD-1546,PSTD 1010 - McCarthy - Fall 2023,"McCarthy, Eli",PSTD 1010,,1680993437; 9781680993431; 9781680993448; 1680993445,little book of race and restorative justice black lives healing and us social transformation - davi,Good Books,"The little book of race and restorative justice : black lives, healing, and US social transformation /",2019. +GW - PSYC-63,PSYC 1001 - Calabrese - Fall 2023,"Calabrese, Sarah",PSYC 1001,,0135198003; 9780135198001; 1292090588; 9781292090580,psychology - cicc,Pearson,Psychology /,[2020] +GW - PSYC-63,PSYC 2012 - Stock - Fall 2023,"Stock, Michelle",PSYC 2012,,0137633645; 9780137633647; 9780137633616; 0137633610,social psychology - aron,Pearson,Social psychology /,[2022] +GW - PSYC-63,PSYC 2013 - Forssell - Fall 2023,"Forssell, Stephen",PSYC 2013,,1071851772; 9781071851777,lifespan development in context a topical approach - kuth,SAGE,Lifespan development in context : a topical approach /,[2024] +GW - PSYC-63,PSYC 2014 - Dopkins - Fall 2023,"Dopkins, Stephen",PSYC 2014,,9780716756675; 0716756676; 9781464128769; 1464128766,cognition theory and practice - revl,Worth Publishers,Cognition : theory and practice /,©2013. +GW - PSYC-63,PSYC 2015 - Abuirqeba - Fall 2023,"Abuirqeba, Haedar",PSYC 2015,,1319254381; 9781319254384,an introduction to brain and behavior - kolb,Worth Publishers,An introduction to brain and behavior /,2023. +GW - PSYC-63,PSYC 2101 - Keller - Fall 2023,"Keller, Donald",PSYC 2101,,1453335501; 9781453335505,research methods core concepts and skills for psychology - pric,FlatWorld Knowledge,Research methods : core concepts and skills for psychology /,[2021] +GW - PSYC-63,PSYC 2101 - Moore - Fall 2023,"Moore, Philip",PSYC 2101,,1260718905; 9781260718904; 1260883051; 9781260883053; 9781260883046; 1260883043; 9781260883077; 1260883078,methods in behavioral research - cozb,McGraw Hill LLC,Methods in behavioral research /,[2024] +GW - PSYC-63,PSYC 2508 - Schell - Fall 2023,"Schell, Dennis",PSYC 2508,,,man s search for meaning an introduction to logotherapy - fran,Beacon Press,Man's search for meaning; an introduction to logotherapy.,[1963] +GW - PSYC-63,PSYC 2508 - Schell - Fall 2023,"Schell, Dennis",PSYC 2508,,1480402001; 9781480402003,art of loving - from,Open Road Integrated Media,Art of loving /,1956. +GW - PSYC-63,PSYC 2508 - Schell - Fall 2023,"Schell, Dennis",PSYC 2508,,9780395081341; 0395081343; 9780395084090; 0395084091,on becoming a person a therapist s view of psychotherapy - roge,Houghton Mifflin Company,On Becoming a Person : A Therapist's View of Psychotherapy /,[1961] +GW - PSYC-63,PSYC 2508 - Schell - Fall 2023,"Schell, Dennis",PSYC 2508,,9780471293095; 0471293091,toward a psychology of being - masl,J Wiley and Sons,Toward a psychology of being /,[1999] +GW - PUBH-306,PUBH 1101 - Fall 2023,,PUBH 1101,,1284118444; 9781284118445,public health 101 improving community health - rieg,Jones & Bartlett Learning,Public health 101 : improving community health /,[2019] +GW - PUBH-306,PUBH 1101 - Fall 2023,,PUBH 1101,,1284118460; 9781284118469; 1284118444; 9781284118445,public health 101 improving community health - rieg,Jones & Bartlett Learning,Public health 101 : improving community health /,2019. +GW - PUBH-306,PUBH 3130 - Musumeci - Fall 2023,,PUBH 3130,,1119815681; 9781119815686; 1119815738; 9781119815730; 9781119788577; 1119788579; 9781119815716; 1119815711,health economics and financing - getz,John Wiley and Sons Incorporated,Health economics and financing /,[2022] +GW - PUBH-306,PUBH 6003 - Bernat - Fall 2023,"Bernat, Debra",PUBH 6003,,0323552293; 9780323552295,gordis epidemiology - cele,Elsevier,Gordis Epidemiology /,[2019] +GW - PUBH-306,PUBH 6003 - Fall 2023,"Bernat, Debra; Young, Heather",PUBH 6003,,0323552293; 9780323552295,gordis epidemiology - cele,Elsevier,Gordis Epidemiology /,[2019] +GW - REL-226,REL 1003 - Eisen - Fall 2023,"Eisen, Robert",REL 1003,,0197543782; 9780197543788; 9780197546499; 0197546498; 0197543790; 9780197543795; 9780197570722; 0197570720,invitation to world religions - brod,Oxford University Press,Invitation to world religions /,[2022] +GW - SLAV-1475,SLAV 1001 - Fall 2023,"Ovtcharenko, Elena; Shatalina, Galina",SLAV 1001,,0367612801; 9780367612801; 9781003104971; 1003104975,голоса a basic course in russian - robi,Routledge,Голоса : a basic course in Russian /,2023. +GW - SMPA-300,SMPA 2112 - Kelley - Fall 2023,"Kelley, Thomas",SMPA 2112,,0761165290; 9780761165293; 0761163239; 9780761163237,how to shoot video that doesn t suck - stoc,Workman Pub Co,How to shoot video that doesn't suck,c2011. +GW - SMPA-300,SMPA 2113 - Osder - Fall 2023,"Osder, Jason",SMPA 2113,,9780133597271; 013359727X; 9780321965516; 0321965515,don t make me think revisited a common sense approach to web usability - krug,New Riders Peachpit Pearson Education,"Don't make me think, revisited : a common sense approach to Web usability /",2014. +GW - SOC-64,SOC 1001 - Kekelia - Fall 2023,"KeKelia, Elene",SOC,,,presentation of self in everyday life - goff,Doubleday,The presentation of self in everyday life /,1959. +GW - SOC-64,SOC 1001 - Kekelia - Fall 2023,"KeKelia, Elene",SOC,,0393428214; 9780393428216; 9780393537963; 039353796X; 0393538028; 9780393538021,introduction to sociology - gidd,WW Norton and Company,Introduction to sociology /,2020. +GW - SOC-64,SOC 1003 - Axelrod - Fall 2023,"Axelrod, Brooke",SOC 1003,,1071841904; 9781071841907; 9781071841891; 1071841890,criminal in justice a critical introduction - fich,SAGE Publications Inc,Criminal (in)justice : a critical introduction /,[2023] +GW - SOC-64,SOC 1003 - Axelrod - Fall 2023,"Axelrod, Brooke",SOC 1003,,1620971941; 9781620971949,new jim crow mass incarceration in the age of colorblindness - alex,The New Press,The new Jim Crow : mass incarceration in the age of colorblindness /,[2020]. +GW - SOC-64,SOC 1003 - Fall 2023,"Goliday, Sean; Johnson, Andrea",SOC 1003,,1544398735; 9781544398730; 9781544398747; 1544398743; 9781544398754; 1544398751; 9781544398761; 154439876X,introduction to criminal justice systems diversity and change - renn,SAGE Publications Inc,"Introduction to criminal justice : systems, diversity, and change /",[2022] +GW - SOC-64,SOC 2103 - Brantley - Fall 2023,"Brantley, Jill",SOC 2103,,,,,, +GW - SOC-64,SOC 2103 - Brantley - Fall 2023,"Brantley, Jill",SOC 2103,,1577663071; 9781577663072,masters of sociological thought ideas in historical and social context - cose,,Masters of sociological thought : ideas in historical and social context,1977 +GW - SOC-64,SOC 2103 - Lengermann - Fall 2023,"Lengermann, Patricia",SOC 2103,,1577665090; 9781577665090,women founders sociology and social theory 1830 1930 a text reader -,Waveland Press,"The women founders : sociology and social theory, 1830-1930 : a text/reader /",2007. +GW - SOC-64,SOC 2135 - Umeh - Fall 2023,"Umeh, Zimife",SOC 2135,,1506361021; 9781506361024,juvenile delinquency pathways and prevention - mall,Sage Publications Incorporated,Juvenile delinquency : pathways and prevention /,[2019] +GW - SOC-64,SOC 2184 - Cooper - Fall 2023,"Cooper, Chiara",SOC 2184,,9781324001706; 1324001704; 0393541339; 9780393541335; 9781324001713; 1324001712,sexual citizens a landmark study of sex power and assault on campus - hirs,WW Norton & Company,"Sexual citizens : a landmark study of sex, power, and assault on campus /",[2020] +GW - SOC-64,SOC 2185 - Eliason - Fall 2023,"Eliason, Kristin",SOC 2185,,1543829333; 9781543829334; 9781543829341; 1543829341,essentials of victimology crime victims theories controversies and victims rights - yage,Aspen Publishing,"Essentials of victimology : crime victims, theories, controversies, and victims' rights /",[2022] +GW - SOC-64,SOC 2189 - Umeh - Fall 2023,"Umeh, Zimife",SOC 2189,,1611638682; 9781611638684; 9781531000134; 1531000134,rethinking the reentry paradigm a blueprint for action - hous,Carolina Academic Press,Rethinking the reentry paradigm : a blueprint for action /,[2023] +GW - SOC-64,SOC 6238 - Silver - Fall 2023,"Silver, Hilary",SOC 6238,,1119527368; 9781119527367; 9781119527336; 1119527333; 9781119527381; 1119527384,classical sociological theory -,John Wiley & Sons Ltd,Classical sociological theory /,2022. +GW - SOC-64,SOC 6238 - Silver - Fall 2023,"Silver, Hilary",SOC 6238,,1544354827; 9781544354828; 9781544354835; 1544354835,classical sociological theory - ritz,SAGE,Classical sociological theory.,2020. +GW - SPAN-191,SPAN 1001 - Leyva - Fall 2023,,SPAN 1001,,0135162904; 9780135162903,gente a task based approach to learning spanish - fuen,Pearson,Gente : a task-based approach to learning Spanish /,2020. +GW - SPAN-191,SPAN 1002 - Pichs - Fall 2023,"Pichs, Ariadna",SPAN 1002,,0135162904; 9780135162903,gente a task based approach to learning spanish - fuen,Pearson,Gente : a task-based approach to learning Spanish /,2020. +GW - SPAN-191,SPAN 1012 - Goldenberg - Fall 2023,"Goldenberg, Carola",SPAN 1012,,0135162904; 9780135162903,gente a task based approach to learning spanish - fuen,Pearson,Gente : a task-based approach to learning Spanish /,2020. +GW - SPAN-191,SPAN 1013 - Fall 2023,"Andrade Fernandez, Ricardo; Hetrovicz, Lauren",SPAN 1013,,0135162904; 9780135162903,gente a task based approach to learning spanish - fuen,Pearson,Gente : a task-based approach to learning Spanish /,2020. +GW - SPAN-191,SPAN 1014 - Fall 2023,"Bistline-Bonilla, Christine; Goldenberg, Carola; Hetrovicz, Lauren; Parker, Edward",SPAN 1014,,0135162904; 9780135162903,gente a task based approach to learning spanish - fuen,Pearson,Gente : a task-based approach to learning Spanish /,2020. +GW - SPAN-191,SPAN 2005 - Fall 2023,,SPAN 2005,,1793558272; 9781793558275,puntos de encuentro a cross cultural approach to advanced spanish - fuen,Cognella Inc,Puntos de encuentro : a cross-cultural approach to advanced Spanish /,[2023] +GW - SPAN-191,SPAN 2006 - Fall 2023,,SPAN 2006,,1793558272; 9781793558275,puntos de encuentro a cross cultural approach to advanced spanish - fuen,Cognella Inc,Puntos de encuentro : a cross-cultural approach to advanced Spanish /,[2023] +GW - SPAN-191,SPAN 2006 - Valdivia Ruiz - Fall 2023,"Valdivia Ruiz, Victor",SPAN 2006,,1118744861; 9781118744864; 111938608X; 9781119386087; 9781119321477; 1119321476,conversaciones escritas lectura y redaccion en contexto - poto,Wiley,Conversaciones escritas : lectura y redacción en contexto /,[2017] +GW - SPHR-114,SLHS 1011 - Fall 2023,"Dorn, Melanie-Joy; McKeon, Matthew",SLHS 1011,,1597567221; 9781597567220,your voice is your business the science and art of communication - baro,Plural Publishing Inc,Your voice is your business : the science and art of communication /,[2016] +GW - SPHR-114,SLHS 1011 - Fall 2023,"Dorn, Melanie-Joy; McKeon, Matthew",SLHS 1011,,1597569526; 9781597569521; 1597567221; 9781597567220,your voice is your business the science and art of communication - baro,Plural Publishing Inc,Your voice is your business : the science and art of communication /,2016. +GW - SPHR-114,SLHS 1071 - Fall 2023,"Barrett, Laura; Dorn, Melanie-Joy",SLHS 1071,,1337559571; 9781337559577,introduction to language - from,Cengage,An introduction to language /,2019 +GW - SPHR-114,SLHS 2104/2104W - Cardman - Fall 2023,"Cardman, Erin",SLHS 2104/2104W,,0134801474; 9780134801476; 0134800311; 9780134800318,introduction to communication disorders a lifespan evidence based perspective - owen,Pearson,Introduction to communication disorders : a lifespan evidence-based perspective /,[2019] +GW - STAT-227,STAT 1051 - Zhang - Fall 2023,"Zhang, Xiaoke",STAT 1051,,9780136855309; 013685530X; 0136855350; 9780136855354,statistics for business and economics - mccl,Pearson Education,Statistics for business and economics /,2022 +GW - STAT-227,STAT 1053 - Bose - Fall 2023,"Bose, Sudip",STAT 1053,,9780134080215; 0134080211,statistics - mccl,Pearson,Statistics /,[2017] +GW - STAT-227,STAT 1053 - Bose - Fall 2023,"Bose, Sudip",STAT 1053,,9780136855309; 013685530X; 0136855350; 9780136855354,statistics for business and economics - mccl,Pearson Education,Statistics for business and economics /,2022 +GW - STAT-227,STAT 2183W - Modarres - Fall 2023,"Modarres, Reza",STAT 2183W,,9781305269477; 1305269470,"introduction to statistical methods data analysis - ott,",Cengage Learning,An introduction to statistical methods & data analysis /,[2016] +GW - STAT-227,STAT 6210 - Lai - Fall 2023,"Lai, Yinglei",STAT 6210,,9780131465329; 0131465325,applied statistics and the sas(r) programming language - cody,Pearson Prentice Hall,Applied statistics and the SAS® programming language /,©2006. +GW - STAT-227,STAT 6210 - Lai - Fall 2023,"Lai, Yinglei",STAT 6210,,9781584884699; 158488469X,"statistical analysis of medical data using sas - der,",Chapman and Hall/CRC,Statistical analysis of medical data using SAS /,2006. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,,man s search for meaning an introduction to logotherapy - fran,Beacon Press,Man's search for meaning; an introduction to logotherapy.,[1963] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,,presentation of self in everyday life - goff,Doubleday,The presentation of self in everyday life /,1959. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,,speaker s guidebook text and reference - o'ha,Bedford/St Martin's,A speaker's guidebook : text and reference /,2022 +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0132729946; 9780132729949; 0273765604; 9780273765608; 1299924409; 9781299924406,organizational theory design and change - jone,Pearson,"Organizational theory, design, and change /",[2013] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0134184246; 9780134184241; 0134167120; 9780134167121,microeconomics - pind,Pearson,Microeconomics /,[2018] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0134380924; 9780134380926,public speaking finding your voice - turn,Pearson,Public speaking : finding your voice /,[2018] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0134562674; 9780134562674,comparative politics - samu,Pearson,Comparative politics /,[2018] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0134801474; 9780134801476; 0134800311; 9780134800318,introduction to communication disorders a lifespan evidence based perspective - owen,Pearson,Introduction to communication disorders : a lifespan evidence-based perspective /,[2019] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0134874366; 9780134874364; 0134990773; 9780134990774; 0134990781; 9780134990781,cosmic perspective - benn,Pearson,The cosmic perspective /,[2020] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0134898397; 9780134898391,globalization and diversity geography of a changing world - pric,Pearson Education Inc,Globalization and diversity : geography of a changing world /,[2020] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0135162904; 9780135162903,gente a task based approach to learning spanish - fuen,Pearson,Gente : a task-based approach to learning Spanish /,2020. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0135188741; 9780135188743; 9780135988046; 0135988047,campbell biology -,Pearson,Campbell biology /,[2021] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0135198003; 9780135198001; 1292090588; 9781292090580,psychology - cicc,Pearson,Psychology /,[2020] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0135827140; 9780135827147,mcknight s physical geography a landscape appreciation - hess,Pearson,McKnight's physical geography : a landscape appreciation /,[2022] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0136968473; 9780136968474; 1292439556; 9781292439556; 9781292439600; 1292439602,interpersonal communication book - devi,Pearson,The interpersonal communication book /,[2022] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0137633645; 9780137633647; 9780137633616; 0137633610,social psychology - aron,Pearson,Social psychology /,[2022] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0190217138; 9780190217136,invitation to peace studies - wood,Oxford University Press,Invitation to peace studies /,2016. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0190602694; 9780190602697; 9780190602703; 0190602708,great hanoi rat hunt empire disease and modernity in french colonial vietnam - vann,Oxford University Press,"The great Hanoi rat hunt : empire, disease, and modernity in French colonial Vietnam /",[2019] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0197543782; 9780197543788; 9780197546499; 0197546498; 0197543790; 9780197543795; 9780197570722; 0197570720,invitation to world religions - brod,Oxford University Press,Invitation to world religions /,[2022] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0198707568; 9780198707561,international relations theories discipline and diversity -,Oxford University Press,International relations theories : discipline and diversity /,[2016] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0205968139; 9780205968138,history of the arab israeli conflict - bick,Routledge,A history of the Arab-Israeli conflict /,2016. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0357022319; 9780357022313; 0357020758; 9780357020753,liberty equality power a history of the american people to 1877 volume 1 - murr,Cengage,"Liberty, equality, power : a history of the American people.",2018 +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0367612801; 9780367612801; 9781003104971; 1003104975,голоса a basic course in russian - robi,Routledge,Голоса : a basic course in Russian /,2023. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,039342295X; 9780393422955; 9780393532869; 0393532860,cases and concepts in comparative politics - o'ne,WW Norton & Company,Cases and concepts in comparative politics /,[2021] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0393428214; 9780393428216; 9780393537963; 039353796X; 0393538028; 9780393538021,introduction to sociology - gidd,WW Norton and Company,Introduction to sociology /,2020. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0470419970; 9780470419977; 0470556730; 9780470556733,materials science and engineering an introduction - call,John Wiley & Sons Inc,Materials science and engineering : an introduction /,[2010] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0664234976; 9780664234973,everyday law in biblical israel an introduction - west,Westminster John Knox Press,Everyday law in biblical Israel : an introduction /,c2009. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0674043898; 9780674043893; 0674013123; 9780674013124,two princes of calabar an eighteen century atlantic odyssey - spar,Harvard University Press,The two princes of Calabar : an eighteen century Atlantic odyssey /,[2004] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0745687210; 9780745687216; 0745687229; 9780745687223,contemporary conflict resolution the prevention management and transformation of deadly conflicts - rams,Polity Press,"Contemporary conflict resolution : the prevention, management and transformation of deadly conflicts /",2016. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0761165290; 9780761165293; 0761163239; 9780761163237,how to shoot video that doesn t suck - stoc,Workman Pub Co,How to shoot video that doesn't suck,c2011. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,0788503782; 9780788503788,law collections from mesopotamia and asia minor - roth,Scholars Press,Law collections from Mesopotamia and Asia Minor /,c1997. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1071841904; 9781071841907; 9781071841891; 1071841890,criminal in justice a critical introduction - fich,SAGE Publications Inc,Criminal (in)justice : a critical introduction /,[2023] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1071851772; 9781071851777,lifespan development in context a topical approach - kuth,SAGE,Lifespan development in context : a topical approach /,[2024] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1101217561; 9781101217566; 1594482853; 9781594482854,beautiful things that heaven bears - meng,Penguin Publishing Group,The Beautiful Things That Heaven Bears.,2007. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1118744861; 9781118744864; 111938608X; 9781119386087; 9781119321477; 1119321476,conversaciones escritas lectura y redaccion en contexto - poto,Wiley,Conversaciones escritas : lectura y redacción en contexto /,[2017] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1259977269; 9781259977268; 1259977277; 9781259977275,vector mechanics for engineers statics - beer,McGraw-Hill Education,Vector mechanics for engineers.,[2019] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1260718905; 9781260718904; 1260883051; 9781260883053; 9781260883046; 1260883043; 9781260883077; 1260883078,methods in behavioral research - cozb,McGraw Hill LLC,Methods in behavioral research /,[2024] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1264094728; 9781264094721; 1266715967; 9781266715969; 9781266716768; 1266716769,environmental geology - mont,McGraw Hill LLC,Environmental geology /,[2023] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1281346470; 9781281346476; 9786611346478; 6611346473; 0191518182; 9780191518188; 0198742428; 9780198742425; 0198112572; 9780198112570,oxford history of world cinema -,Oxford University Press,The Oxford history of world cinema,1996. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1281365327; 9781281365323; 9786611365325; 661136532X; 1403981795; 9781403981790; 1403966060; 9781403966063; 140396789X; 9781403967893,sorrow of the lonely and the burning of the dancers - schi,Palgrave Macmillan,The sorrow of the lonely and the burning of the dancers /,2005. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1282772759; 9781282772755; 9786612772757; 6612772751; 0520945530; 9780520945531; 0520253159; 9780520253155; 0520260880; 9780520260887,theater in a crowded fire ritual and spirituality at burning man - gilm,University of California Press,Theater in a crowded fire ritual and spirituality at Burning Man /,2010. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1284118444; 9781284118445,public health 101 improving community health - rieg,Jones & Bartlett Learning,Public health 101 : improving community health /,[2019] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1284118460; 9781284118469; 1284118444; 9781284118445,public health 101 improving community health - rieg,Jones & Bartlett Learning,Public health 101 : improving community health /,2019. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1285433467; 9781285433462,developing chinese fluency an introductory course ni wo ta volume 2 - zhan,Cengage Learning,"Developing Chinese fluency, an introductory course. Ni wo ta /",[2015] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,129229115X; 9781292291154; 1292291206; 9781292291208; 9781292291192; 1292291192,economic development - toda,Pearson,Economic development /,2020. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1315366673; 9781315366678; 1498798888; 9781498798884; 1498798861; 9781498798860,mathematics of politics - robi,CRC Press,The mathematics of politics /,[2017] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1319055702; 9781319055707,for all practical purposes mathematical literacy in today s world -,Macmillan Learning WH Freeman and Company,For all practical purposes : mathematical literacy in today's world /,[2022] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1319055702; 9781319055707; 1319057462; 9781319057466; 1319465021; 9781319465025,for all practical purposes mathematical literacy in today s world -,Macmillan Learning,For all practical purposes : mathematical literacy in today's world.,[2022]. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1319254381; 9781319254384,an introduction to brain and behavior - kolb,Worth Publishers,An introduction to brain and behavior /,2023. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1405189320; 9781405189323; 9781405189316; 1405189312; 9781118241059; 1118241053; 9781118241004; 1118241002; 9781118240984; 1118240987; 1118240952; 9781118240953; 1118240936; 9781118240939,introduction to human environment geography local dynamics and global processes - mose,Wiley-Blackwell,An introduction to human-environment geography : local dynamics and global processes /,[2014] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1453335501; 9781453335505,research methods core concepts and skills for psychology - pric,FlatWorld Knowledge,Research methods : core concepts and skills for psychology /,[2021] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1453337628; 9781453337622,essentials of geographic information systems - shin,FlatWorld,Essentials of geographic information systems /,[2022] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,145761815X; 9781457618154,voices of decolonization a brief history with documents - shep,Bedford/St Martin's,Voices of decolonization : a brief history with documents /,[2015] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1478634898; 9781478634898,rhetorical criticism exploration and practice - foss,Waveland Press,Rhetorical criticism : exploration and practice /,[2018] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1480402001; 9781480402003,art of loving - from,Open Road Integrated Media,Art of loving /,1956. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1506361021; 9781506361024,juvenile delinquency pathways and prevention - mall,Sage Publications Incorporated,Juvenile delinquency : pathways and prevention /,[2019] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1541672615; 9781541672611; 9781541672598; 1541672593; 9781541672604; 1541672607,"america for americans a history of xenophobia in the united states - lee,",Basic Books,America for Americans : a history of xenophobia in the United States /,2021. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1543829333; 9781543829334; 9781543829341; 1543829341,essentials of victimology crime victims theories controversies and victims rights - yage,Aspen Publishing,"Essentials of victimology : crime victims, theories, controversies, and victims' rights /",[2022] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1544398735; 9781544398730; 9781544398747; 1544398743; 9781544398754; 1544398751; 9781544398761; 154439876X,introduction to criminal justice systems diversity and change - renn,SAGE Publications Inc,"Introduction to criminal justice : systems, diversity, and change /",[2022] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1561483907; 9781561483907,little book of conflict transformation - lede,Good Books,The little book of conflict transformation /,[2003] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1561488232; 9781561488230; 168099378X; 9781680993783,little book of restorative justice - zehr,Good Books,The little book of restorative justice /,[2015] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1570754322; 9781570754326,mohandas gandhi essential writings - gand,Orbis Books,Mohandas Gandhi : essential writings /,2002. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1577665090; 9781577665090,women founders sociology and social theory 1830 1930 a text reader -,Waveland Press,"The women founders : sociology and social theory, 1830-1930 : a text/reader /",2007. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1589017366; 9781589017368; 9781589017375; 1589017374; 1647121868; 9781647121860; 1647121876; 9781647121877; 9781589019621; 1589019628,al kitaab fii ta allum al arabiyya a textbook for beginning arabic with website part one - بروس,Georgetown University Press,Al-Kitaab fii taʻallum al-ʻArabiyya = A textbook for beginning Arabic with website.,[2021-] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1597567221; 9781597567220,your voice is your business the science and art of communication - baro,Plural Publishing Inc,Your voice is your business : the science and art of communication /,[2016] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1597569526; 9781597569521; 1597567221; 9781597567220,your voice is your business the science and art of communication - baro,Plural Publishing Inc,Your voice is your business : the science and art of communication /,2016. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1605353809; 9781605353807; 160535841X; 9781605358413,neuroscience -,Oxford University Press,Neuroscience /,©2018 +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1611638682; 9781611638684; 9781531000134; 1531000134,rethinking the reentry paradigm a blueprint for action - hous,Carolina Academic Press,Rethinking the reentry paradigm : a blueprint for action /,[2023] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1620971941; 9781620971949,new jim crow mass incarceration in the age of colorblindness - alex,The New Press,The new Jim Crow : mass incarceration in the age of colorblindness /,[2020]. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1624664326; 9781624664328; 1624664334; 9781624664335; 1624664342; 9781624664342,matteo ricci and the catholic mission to china 1583 1610 a short history with documents - hsia,Hackett Publishing Company Inc,"Matteo Ricci and the Catholic mission to China, 1583-1610 : a short history with documents /",[2016] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1624664342; 9781624664342; 1624664326; 9781624664328,matteo ricci and the catholic mission to china 1583 1610 a short history with documents - hsia,Hackett Publishing Company Inc,"Matteo Ricci and the Catholic Mission to China, 1583-1610 A Short History with Documents",2016. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1647121817; 9781647121815; 1647121825; 9781647121822; 9781647121853; 164712185X,alif ba alif baa introduction to arabic letters and sounds - brus,Georgetown University Press,Ālif bāʼ = Alif baa : introduction to Arabic letters and sounds /,[2021] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1680993437; 9781680993431; 9781680993448; 1680993445,little book of race and restorative justice black lives healing and us social transformation - davi,Good Books,"The little book of race and restorative justice : black lives, healing, and US social transformation /",2019. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1684119189; 9781684119189; 1684119766; 9781684119769; 9783447020022; 3447020024,dictionary of modern written arabic arabic english - wehr,Snowball Publishing,A dictionary of modern written Arabic : (Arabic-English) /,1993. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1781682976; 9781781682975; 9781781681909; 1781681902; 9781781685013; 1781685010,beast riding the rails and dodging narcos on the migrant trail - mart,Verso,The beast : riding the rails and dodging narcos on the migrant trail /,2014. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,1793558272; 9781793558275,puntos de encuentro a cross cultural approach to advanced spanish - fuen,Cognella Inc,Puntos de encuentro : a cross-cultural approach to advanced Spanish /,[2023] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780072855357; 0072855355,social conflict escalation stalemate and settlement - prui,McGraw-Hill,"Social conflict : escalation, stalemate, and settlement.",[2004] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780133597271; 013359727X; 9780321965516; 0321965515,don t make me think revisited a common sense approach to web usability - krug,New Riders Peachpit Pearson Education,"Don't make me think, revisited : a common sense approach to Web usability /",2014. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780134080215; 0134080211,statistics - mccl,Pearson,Statistics /,[2017] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780134877174; 0134877179,interpersonal communication relating to others - beeb,Pearson,Interpersonal communication : relating to others /,2020. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780136855309; 013685530X; 0136855350; 9780136855354,statistics for business and economics - mccl,Pearson Education,Statistics for business and economics /,2022 +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780140439052; 0140439056,christmas carol and other christmas writings - dick,Rowland Phototypesetting Ltx; Lays Limited; Penguin Books,"A Christmas carol, and other Christmas writings /",2003. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780198112570; 0198112572; 9780198742425; 0198742428,oxford history of world cinema -,Oxford University Press,The Oxford history of world cinema /,1996. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780226775425; 0226775429; 9780226775432; 0226775437,in sorcery s shadow a memoir of apprenticeship among the songhay of niger - stol,University of Chicago Press,In sorcery's shadow : a memoir of apprenticeship among the Songhay of Niger /,1987. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780299166748; 0299166740,atlantic celts ancient people or modern invention - jame,University of Wisconsin Press,The Atlantic Celts : ancient people or modern invention? /,[1999] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780321671042; 032167104X,just in time algebra and trigonometry for calculus - muel,Pearson Education,Just-in-time algebra and trigonometry for calculus /,[2013] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780357664421; 0357664426,france contemporaine - edmi,Cengage Learning,La France contemporaine /,[2023] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780395081341; 0395081343; 9780395084090; 0395084091,on becoming a person a therapist s view of psychotherapy - roge,Houghton Mifflin Company,On Becoming a Person : A Therapist's View of Psychotherapy /,[1961] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780439023481; 0439023483; 9780439023528; 0439023521; 9780545310581; 054531058X; 9780545425117; 0545425115; 9781451740752; 1451740751,hunger games - coll,Scholastic Press,The Hunger Games /,2008. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780471293095; 0471293091,toward a psychology of being - masl,J Wiley and Sons,Toward a psychology of being /,[1999] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780670022960; 0670022969,american nations a history of the eleven rival regional cultures of north america - wood,Viking,American nations : a history of the eleven rival regional cultures of North America /,2011. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780670038329; 0670038326,stealing buddha s dinner a memoir - nguy,Viking,Stealing Buddha's dinner : a memoir /,2007. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780684801520; 0684801523,great gatsby - fitz,Scribner Paperback Fiction,The great Gatsby /,1995. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780691166407; 0691166404,three stones make a wall the story of archaeology - clin,Princeton University Press,Three stones make a wall : the story of archaeology /,[2017] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780716756675; 0716756676; 9781464128769; 1464128766,cognition theory and practice - revl,Worth Publishers,Cognition : theory and practice /,©2013. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780788501043; 0788501046; 9780788501265; 0788501267,law collections from mesopotamia and asia minor - roth,Scholars Press,Law collections from Mesopotamia and Asia Minor /,[1997] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780801842511; 0801842514; 9780801867156; 0801867150,amarna letters -,Johns Hopkins University Press,The Amarna letters /,[1992] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9780892552900; 0892552905,bread givers a novel - yezi,Persea Books,Bread givers : a novel /,[2003] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9781118488874; 1118488873; 9781118572276; 1118572270,microeconomics - besa,Wiley,Microeconomics /,[2014] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9781264383870; 1264383878; 9781260387544; 1260387542,international business competing in the global marketplace - hill,McGraw-Hill/Irwin,International business : competing in the global marketplace /,[2023] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9781285433530; 128543353X,developing chinese fluency an introductory course ni wo ta volume 1 - zhan,Cengage Learning,"Developing Chinese fluency, an introductory course. Ni wo ta /",[2015] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9781285456799; 1285456793,developing chinese fluency an introductory course literacy workbook volume 1 - zhan,Centage Learning,Developing Chinese fluency. an introductory course : literacy workbook /,©2015. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9781305269477; 1305269470,"introduction to statistical methods data analysis - ott,",Cengage Learning,An introduction to statistical methods & data analysis /,[2016] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9781498798860; 1498798861,mathematics of politics - robi,CRC Press Taylor & Francis group,The mathematics of politics /,[2017] +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9781594482854; 1594482853; 9781594489402; 1594489408,beautiful things that heaven bears - meng,Riverhead Books,The beautiful things that heaven bears /,2007. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9781594486685; 1594486689; 9781594487293; 1594487294,how to get filthy rich in rising asia - hami,Riverhead Books,How to Get Filthy Rich in Rising Asia /,2013. +GW - TEXT-1430,Top Textbooks - Fall 2023,,Top Textbooks,,9781596913431; 1596913436,lemon tree an arab a jew and the heart of the middle east - tola,Bloomsbury,"The lemon tree : an Arab, a Jew, and the heart of the Middle East /",2007. +GW - UW-1292,UW 1020 - Abbas - Fall 2023,"Abbas, Nasreen",UW 1020,,073521218X; 9780735212183; 0735212171; 9780735212176,exit west a novel - hami,Penguin Publishing Group,Exit West : A Novel /,2017. +GW - UW-1292,UW 1020 - Abbas - Fall 2023,"Abbas, Nasreen",UW 1020,,0735212201; 9780735212206,exit west a novel - hami,Riverhead Books,Exit west : a novel /,2018. +GW - UW-1292,UW 1020 - Abbas - Fall 2023,"Abbas, Nasreen",UW 1020,,0735217688; 9780735217683; 0525533265; 9780525533269; 0735217696; 9780735217690,home fire - sham,Riverhead Books,Home fire /,2017. +GW - UW-1292,UW 1020 - Abbas - Fall 2023,"Abbas, Nasreen",UW 1020,,073521770X; 9780735217706; 0735217688; 9780735217683,home fire a novel - sham,Penguin Publishing Group,Home Fire : A Novel.,2017. +GW - UW-1292,UW 1020 - Abbas - Fall 2023,"Abbas, Nasreen",UW 1020,,0786564733; 9780786564736; 1594480001; 9781594480003,kite runner - hoss,Penguin Publishing Group,The Kite Runner.,2004. +GW - UW-1292,UW 1020 - Abbas - Fall 2023,"Abbas, Nasreen",UW 1020,,1101666226; 9781101666227; 1101547502; 9781101547502; 159448547X; 9781594485473,kite runner graphic novel - vals,Riverhead Books,The kite runner graphic novel,2011 +GW - UW-1292,UW 1020 - Abbas - Fall 2023,"Abbas, Nasreen",UW 1020,,159448547X; 9781594485473,kite runner graphic novel - hoss,Riverhead Books,The kite runner graphic novel /,2011. +GW - UW-1292,UW 1020 - Abbas - Fall 2023,"Abbas, Nasreen",UW 1020,,9780375422300; 0375422307; 9780375714573; 037571457X,persepolis - satr,Pantheon Books,Persepolis /,[2003] +GW - UW-1292,UW 1020 - Donovan - Fall 2023,"Donovan, Julie",UW 1020,,1783785586; 9781783785582; 9781783789405; 1783789409,your wish is my command - muḥ,Granta Books,Your wish is my command /,2023. +GW - UW-1292,UW 1020 - Myers - Fall 2023,"Myers, Danika",UW 1020,,0374539022; 9780374539023,field study - sebr,Farrar Straus and Giroux,Field study /,2021. +GW - UW-1292,UW 1020 - Myers - Fall 2023,"Myers, Danika",UW 1020,,1555977677; 9781555977672,whereas - long,Graywolf Press,Whereas /,[2017] +GW - UW-1292,UW 1020 - Myers - Fall 2023,"Myers, Danika",UW 1020,,9781556593246; 1556593244; 9781556593888; 1556593880,one with others a little book of her days - wrig,Copper Canyon Press,One with others : [a little book of her days] /,[2010] +GW - UW-1292,UW 1020 - Sauer - Fall 2023,"Sauer, Beverly",UW 1020,,9780961392161; 0961392169,cognitive style of powerpoint pitching out corrupts within - tuft,Graphics Press,The cognitive style of PowerPoint : pitching out corrupts within /,2006. +Null,EMSE 6801 - Dano - Fall 2023,"Dano, Eric",EMSE 6801,,1848901542; 9781848901544,architecting systems concepts principles and practice - sill,College Publications,"Architecting systems : concepts, principles and practice /",2014. +Null,EMSE 6801 - Dano - Fall 2023,"Dano, Eric",EMSE 6801,,9781848902350; 1848902352,using systems thinking to solve real world problems - mona,College Publications,Using systems thinking to solve real-world problems /,[2017]. diff --git a/textbook/static-assets/data/team-dataset.json b/textbook/static-assets/data/team-dataset.json new file mode 100644 index 0000000..4b01f27 --- /dev/null +++ b/textbook/static-assets/data/team-dataset.json @@ -0,0 +1 @@ +[{"name": "Samir", "email_address": "samir@email.com", "team_role": "notetaker", "years_at_gw": 12}, {"name": "Mikael", "email_address": "mikael@email.com", "team_role": "advocate", "years_at_gw": 3}, {"name": "Isabella", "email_address": "isabella@email.com", "team_role": "advocate", "years_at_gw": 9}, {"name": "Tadhg", "email_address": "tadhg@email.com", "team_role": 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