diff --git a/_sources/workflow/download_notebook_as_pdf.md b/_sources/workflow/download_notebook_as_pdf.md index 4f6ae86..02d1985 100644 --- a/_sources/workflow/download_notebook_as_pdf.md +++ b/_sources/workflow/download_notebook_as_pdf.md @@ -22,7 +22,7 @@ File -> Save and Export Notebook As -> HTML :name: Download Jupyter Notebook as HTML ``` -```{note} +````{note} When it comes to embedding images in Jupyter notebooks so that it is available as part of PDF, there are various methods to include images. Below are the five options to embed an image of an early Mathematica interface. #### HTML Image Tag @@ -66,4 +66,4 @@ The IPython.display module provides functions to display images directly in Jupy This method is used to embed an image as an attachment within a Jupyter notebook. It references the image by its attachment identifier, which is useful for images embedded directly within the notebook file. -``` +```` diff --git a/notebook/images5ways.html b/notebook/images5ways.html index 1b503f6..fca4a8c 100644 --- a/notebook/images5ways.html +++ b/notebook/images5ways.html @@ -411,7 +411,7 @@

Contents

---------------------------------------------------------------------------
 FileNotFoundError                         Traceback (most recent call last)
-/tmp/ipykernel_1851/3066509368.py in <module>
+/tmp/ipykernel_1850/3066509368.py in <module>
       1 from IPython.display import display, Image
 ----> 2 display(Image(filename="mathematica.png", width=250))
 
diff --git a/reports/notebook/images5ways.err.log b/reports/notebook/images5ways.err.log
index 59f014f..3a6d0f4 100644
--- a/reports/notebook/images5ways.err.log
+++ b/reports/notebook/images5ways.err.log
@@ -23,7 +23,7 @@ display(Image(filename="mathematica.png", width=250))
 
 ---------------------------------------------------------------------------
 FileNotFoundError                         Traceback (most recent call last)
-/tmp/ipykernel_1851/3066509368.py in 
+/tmp/ipykernel_1850/3066509368.py in 
       1 from IPython.display import display, Image
 ----> 2 display(Image(filename="mathematica.png", width=250))
 
diff --git a/searchindex.js b/searchindex.js
index 3a6a79b..436d01d 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"docnames": ["LICENSE", "README", "SUMMARY", "build", "connector/associate/connector-associate", "connector/general/previous-connectors", "connector/general/what-is-a-connector", "connector/instructor/checklist", "connector/instructor/communication-channels", "connector/instructor/connector-instructor", "connector/instructor/logistics", "connector/instructor/student-help", "connector/instructor/syllabus-design", "connector/instructor/tips", "dec/general/what-is-a-data-enabled-course", "faq/admin", "faq/changerequirements", "faq/features", "faq/jupyterhub-intro", "faq/onboarding", "faq/share", "faq/troubleshoot", "general/contact", "general/links", "general/people", "general/terms-and-abbreviations", "intro", "module/general/what-is-a-module", "module/instructor/deploy-help", "module/instructor/develop", "module/instructor/preplanning", "notebook/images5ways", "redirect", "technology/README", "technology/connectortools-module", "technology/datascience-package", "technology/git-and-github", "technology/instructor-activity", "technology/interact-links", "technology/jupyter/install-packages", "technology/jupyter/jupyter-notebooks", "technology/jupyter/jupyterhub", "technology/jupyter/large-datasets", "technology/jupyter/python-errors", "technology/jupyter/technical-details", "technology/jupyter/troubleshoot-nbgitpuller", "technology/pedagogy-and-technology", "technology/pedagogy-and-technology/git-intro", "technology/pedagogy-and-technology/introduction-to-jupyter", "technology/pedagogy-and-technology/introduction-to-jupyter-rkernel", "technology/pedagogy-and-technology/notebook-zero", "technology/pedagogy-and-technology/options-launch-rkernel", "technology/quarto", "technology/r-datahub", "technology/resources", "technology/shiny", "technology/using-ai-llm", "workflow/accessibility", "workflow/bestpractices", "workflow/collecting-grading-assignments", "workflow/creating-notebooks", "workflow/distributing-notebooks", "workflow/download-archive", "workflow/download_notebook_as_pdf", "workflow/launch-vscode", "workflow/performance_issue", "workflow/pushing-to-github", "workflow/securely-push-github", "workflow/use-realtimecollaboration", "workflow/use-realtimefilesharing", "workflow/use-retrolab"], "filenames": ["LICENSE.md", "README.md", "SUMMARY.md", "build.md", "connector/associate/connector-associate.md", "connector/general/previous-connectors.md", "connector/general/what-is-a-connector.md", "connector/instructor/checklist.md", "connector/instructor/communication-channels.md", "connector/instructor/connector-instructor.md", "connector/instructor/logistics.md", "connector/instructor/student-help.md", "connector/instructor/syllabus-design.md", "connector/instructor/tips.md", "dec/general/what-is-a-data-enabled-course.md", "faq/admin.md", "faq/changerequirements.md", "faq/features.md", "faq/jupyterhub-intro.md", "faq/onboarding.md", "faq/share.md", "faq/troubleshoot.md", "general/contact.md", "general/links.md", "general/people.md", "general/terms-and-abbreviations.md", "intro.md", "module/general/what-is-a-module.md", "module/instructor/deploy-help.md", "module/instructor/develop.md", "module/instructor/preplanning.md", "notebook/images5ways.ipynb", "redirect.md", "technology/README.md", "technology/connectortools-module.md", "technology/datascience-package.md", "technology/git-and-github.md", "technology/instructor-activity.md", "technology/interact-links.md", "technology/jupyter/install-packages.md", "technology/jupyter/jupyter-notebooks.md", "technology/jupyter/jupyterhub.md", "technology/jupyter/large-datasets.md", "technology/jupyter/python-errors.md", "technology/jupyter/technical-details.md", "technology/jupyter/troubleshoot-nbgitpuller.md", "technology/pedagogy-and-technology.md", "technology/pedagogy-and-technology/git-intro.md", "technology/pedagogy-and-technology/introduction-to-jupyter.md", "technology/pedagogy-and-technology/introduction-to-jupyter-rkernel.md", "technology/pedagogy-and-technology/notebook-zero.md", "technology/pedagogy-and-technology/options-launch-rkernel.md", "technology/quarto.md", "technology/r-datahub.ipynb", "technology/resources.md", "technology/shiny.md", "technology/using-ai-llm.md", "workflow/accessibility.md", "workflow/bestpractices.md", "workflow/collecting-grading-assignments.md", "workflow/creating-notebooks.md", "workflow/distributing-notebooks.md", "workflow/download-archive.md", "workflow/download_notebook_as_pdf.md", "workflow/launch-vscode.md", "workflow/performance_issue.md", "workflow/pushing-to-github.md", "workflow/securely-push-github.md", "workflow/use-realtimecollaboration.md", "workflow/use-realtimefilesharing.md", "workflow/use-retrolab.md"], "titles": ["License for this book", "Welcome to the UC Berkeley Data Science Curriculum Guide!", "Summary", "Building Instructions for Curriculum Guide", "Connector Associates", "Previous Connector Courses", "What is a Connector Course?", "Pre-Semester Checklist", "Communication Channels", "Connector Instructors", "Logistics, Rooms, Technology", "Getting Student Help", "Designing the Syllabus", "Tips from Previous Instructors", "What is a Data-Enabled Course?", "Accessing Elevated Privileges in a Hub", "Changing existing requirements", "Requesting new features in the Hub", "Datahub Frequently Asked Questions", "Onboarding new users to the Hub", "Sharing information about the Hub", "Troubleshooting issues in the Hub", "Contact", "Links", "Who are we?", "Terms and Abbreviations", "Welcome to the UC Berkeley Data Science Curriculum Guide!", "What is a Data Science Module?", "Requesting Deployment Help", "Development", "Pre-Planning", "<no title>", "We\u2019ve Moved!", "<no title>", "connectortools module", "datascience package", "Git and GitHub", "Instructor activity: Generate nbgitpuller link from scratch", "nbgitpuller Links", "Package Installation in Python and R", "Jupyter Notebooks", "Jupyter Notebooks and JupyterHub", "Storing Datasets", "Troubleshooting Code Cell Errors", "Technical Details", "Troubleshooting nbgitpuller", "Pedagogy and Technology", "Introduction to Git", "Jupyter Notebooks and JupyterHub", "Options to Launch Jupyter R Kernel (or run R notebooks)", "Notebook Zero", "Backup options to Launch R notebooks", "Use Quarto to produce scientific and technical documentation", "Introduction to Datahub for R", "Resources For Students", "Shiny", "Using generative AI in Jupyter", "Creating Accessible Notebook Experience", "Instructional Design Best Practices for Creating Jupyter Notebooks (WIP doc)", "Collecting and Grading Assignments", "Creating Assignments", "Distributing Notebooks", "Download files as an archive", "Download Jupyter Notebook as a PDF", "Steps to launch notebooks using VSCode", "Best Practices to Avoid Performance Issues in Datahub", "Uploading Files to GitHub", "Using gh-scoped-creds to securely push changes to Github repository", "Enabling Real Time Collaboration feature in Datahub", "Use Realtime file sharing using SyncThing", "Launch Jupyter Notebooks using RetroLab interface"], "terms": {"all": [0, 1, 8, 11, 15, 16, 19, 21, 27, 28, 30, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 51, 53, 54, 58, 60, 61, 62, 64, 68, 69], "content": [0, 3, 4, 10, 28, 29, 38, 53, 60, 61, 62, 68, 69], "ie": 0, "ani": [0, 1, 3, 6, 11, 15, 16, 17, 19, 21, 27, 28, 39, 41, 42, 43, 44, 45, 46, 48, 49, 51, 53, 54, 56, 59, 60, 61, 67], "file": [0, 1, 2, 3, 16, 19, 21, 29, 30, 31, 34, 36, 37, 38, 39, 40, 41, 42, 45, 46, 48, 52, 53, 57, 60, 61, 63, 64, 68], "folder": [0, 3, 19, 21, 36, 38, 42, 45, 53, 61, 64, 69], "under": [0, 10, 14, 60, 66, 68], "creativ": 0, "common": [0, 19, 21, 28, 30, 43, 45, 46, 58], "attribut": [0, 21, 36, 63], "sharealik": 0, "4": [0, 5, 6, 21, 49, 54, 63, 68], "0": [0, 21, 53, 58], "intern": [0, 5, 29, 52], "cc": 0, "BY": 0, "sa": 0, "now": [1, 21, 44, 49, 51, 53, 60], "locat": [1, 36, 37, 42, 53, 54, 62, 66], "ds": [1, 8, 14, 20, 45, 61], "modul": [1, 4, 11, 20, 24, 26, 28, 29, 31, 45, 50, 58, 61], "io": [1, 47], "inform": [1, 9, 19, 26, 27, 28, 36, 52, 54, 56, 66, 67], "primarili": [1, 19, 26], "intend": [1, 3, 26, 36], "instructor": [1, 4, 6, 10, 11, 12, 14, 15, 16, 19, 25, 26, 27, 28, 30, 34, 36, 41, 42, 45, 48, 52, 53, 56, 57, 58, 61, 67, 68, 69], "either": [1, 5, 14, 15, 16, 21, 22, 25, 26, 27, 38, 54, 59, 60, 68, 69], "current": [1, 3, 14, 17, 23, 26, 27, 29, 30, 36, 38, 42, 43, 44, 51, 53, 54, 56, 57, 64, 68, 69], "ar": [1, 4, 6, 8, 10, 11, 14, 15, 16, 17, 19, 20, 21, 26, 27, 28, 30, 34, 37, 39, 42, 43, 44, 45, 46, 47, 49, 50, 51, 53, 54, 55, 57, 58, 60, 62, 63, 64, 65, 67, 68, 69], "teach": [1, 9, 10, 11, 15, 16, 19, 20, 26, 30, 34, 37, 42, 53, 56, 57, 58, 65, 69], "cours": [1, 4, 7, 10, 11, 12, 15, 16, 19, 20, 23, 25, 26, 27, 28, 29, 30, 34, 35, 36, 39, 41, 46, 48, 50, 53, 54, 56, 58, 60, 65, 66, 68, 69], "educ": [1, 20, 23, 25, 26, 27, 28, 46, 54], "program": [1, 9, 16, 19, 20, 21, 25, 27, 30, 39, 41, 46, 48, 54, 58], "connector": [1, 7, 8, 10, 12, 25, 26, 34, 36, 38, 41, 48, 66], "enabl": [1, 2, 15, 25, 39, 46, 57, 61, 64, 67], "featur": [1, 15, 19, 36, 57, 61, 66, 70], "howev": [1, 16, 17, 19, 21, 28, 39, 45, 50, 57, 68], "anyon": [1, 19, 20, 41, 48, 53, 68], "els": [1, 41, 45, 48, 50], "want": [1, 6, 12, 15, 16, 19, 20, 21, 30, 36, 38, 39, 41, 42, 44, 45, 46, 48, 51, 53, 58, 60, 61, 62, 64, 66, 68, 69], "learn": [1, 16, 19, 20, 39, 42, 44, 58, 61, 65, 66, 68, 69], "more": [1, 6, 10, 11, 12, 15, 16, 19, 20, 28, 29, 30, 39, 41, 43, 45, 46, 48, 50, 52, 54, 56, 57, 61, 63, 66, 67, 68], "about": [1, 6, 15, 16, 17, 19, 29, 30, 41, 45, 46, 48, 52, 54, 57, 58, 61, 65, 66, 68], "technolog": [1, 2, 9, 58, 61], "encourag": [1, 11, 53, 57], "look": [1, 12, 15, 19, 20, 27, 30, 45, 51, 53, 56, 57, 60, 61, 68, 69, 70], "through": [1, 5, 7, 8, 11, 17, 19, 26, 28, 29, 32, 36, 41, 42, 48, 51, 53, 57, 58, 61, 62, 63, 66, 68, 69], "If": [1, 3, 6, 8, 10, 11, 15, 16, 17, 19, 20, 21, 30, 37, 38, 39, 41, 42, 43, 44, 45, 48, 49, 51, 53, 55, 56, 57, 60, 61, 62, 63, 64, 65, 66, 68, 69], "you": [1, 3, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 19, 20, 21, 22, 25, 26, 27, 28, 29, 30, 34, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69], "ve": [1, 29, 45, 66], "creat": [1, 6, 7, 9, 11, 14, 15, 16, 19, 26, 30, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 51, 52, 55, 59, 66, 67, 69], "previous": [1, 21, 61, 68], "pleas": [1, 10, 11, 15, 16, 19, 21, 28, 37, 41, 42, 44, 46, 48, 54, 57, 61, 64, 65, 66, 67, 68, 69], "skip": 1, "next": [1, 30, 43, 68], "step": [1, 15, 16, 17, 19, 21, 36, 37, 45, 46, 49, 51, 53, 57, 60, 66], "re": [1, 3, 21, 29, 43, 44, 45, 53, 56, 65, 66], "run": [1, 3, 16, 18, 30, 39, 41, 45, 46, 48, 51, 52, 53, 54, 56, 57, 58, 61, 64, 65, 67], "regular": [1, 29], "instal": [1, 16, 19, 21, 34, 36, 37, 46, 49, 51, 54, 55, 58, 64, 68], "vm": 1, "have": [1, 6, 8, 11, 12, 15, 16, 17, 19, 21, 27, 28, 29, 30, 35, 36, 37, 39, 41, 43, 44, 45, 46, 48, 49, 51, 53, 54, 55, 58, 59, 60, 61, 62, 65, 66, 68], "NOT": [1, 45, 54], "gener": [1, 10, 15, 16, 19, 21, 34, 43, 52, 53, 55, 57, 58, 68], "execut": [1, 16, 21, 27, 37, 43, 51, 52, 53, 58, 65], "follow": [1, 6, 15, 16, 17, 19, 21, 28, 29, 36, 37, 39, 42, 45, 49, 51, 53, 54, 56, 57, 58, 61, 62, 63, 64, 65, 67, 68], "command": [1, 21, 36, 39, 44, 45, 49, 51, 53, 57, 61, 67], "keygen": 1, "t": [1, 17, 19, 21, 28, 36, 37, 43, 44, 45, 50, 51, 53, 57, 65, 67, 69], "rsa": 1, "b": [1, 45, 57], "8192": 1, "For": [1, 6, 10, 11, 12, 15, 16, 19, 21, 27, 28, 29, 37, 38, 41, 43, 44, 45, 46, 48, 52, 53, 56, 57, 61, 67], "ad": [1, 8, 21, 30, 36, 57, 60, 61, 66, 67], "secur": [1, 10, 53, 68], "can": [1, 3, 6, 8, 11, 14, 15, 16, 17, 19, 20, 21, 22, 27, 28, 29, 30, 34, 36, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 50, 51, 52, 53, 54, 55, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69], "choos": [1, 6, 11, 36, 49, 51, 58, 61, 62, 63], "enter": [1, 21, 37, 58, 60, 64], "passphras": 1, "dure": [1, 11, 12, 15, 19, 21, 26, 27, 28, 30, 39, 58, 68], "creation": [1, 16], "option": [1, 15, 17, 19, 21, 36, 55, 60, 61, 62, 63, 64, 66, 68, 69], "us": [1, 2, 3, 5, 7, 9, 14, 15, 16, 17, 19, 20, 21, 22, 27, 28, 29, 30, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 46, 47, 48, 50, 53, 54, 55, 57, 58, 59, 60, 61, 62, 63, 65, 68], "nativ": 1, "linux": [1, 21, 36], "gitbash": 1, "open": [1, 17, 20, 21, 31, 36, 37, 43, 44, 45, 49, 51, 53, 55, 56, 57, 61, 64, 65, 68], "termin": [1, 3, 21, 45, 53, 66], "prefer": [1, 6, 16, 42, 62], "few": [1, 12, 19, 21, 27, 45, 50, 55, 56, 68, 69], "addit": [1, 2, 6, 9, 19, 30, 36, 39, 46, 53, 57, 61, 65], "requir": [1, 14, 15, 17, 19, 21, 27, 28, 30, 36, 37, 39, 43, 45, 50, 55, 57, 58, 63, 64, 65, 67, 68], "instruct": [1, 15, 19, 20, 30, 43, 53, 56, 57, 65, 67], "here": [1, 11, 15, 19, 20, 21, 24, 27, 34, 38, 39, 40, 45, 47, 52, 53, 54, 55, 56, 57, 58, 60, 61, 64, 66, 67, 68, 69], "allow": [1, 6, 12, 16, 19, 29, 36, 38, 40, 41, 42, 46, 48, 50, 51, 52, 53, 56, 57, 60, 61, 62, 63, 66, 67, 69], "authent": [1, 19, 21, 67], "while": [1, 16, 18, 21, 28, 39, 42, 44, 46, 50, 51, 58, 63, 68, 70], "git": [1, 21, 25, 29, 39, 45, 46, 53, 61, 64], "when": [1, 12, 16, 19, 21, 26, 30, 36, 38, 39, 42, 43, 44, 45, 46, 49, 51, 52, 53, 54, 56, 57, 61, 63, 65, 68, 69], "log": [1, 15, 19, 21, 41, 44, 46, 48, 51], "home": [1, 2, 15, 27, 37, 45, 64, 68], "directori": [1, 3, 31, 37, 45, 53, 64, 68], "we": [1, 8, 11, 12, 15, 16, 17, 19, 20, 21, 38, 39, 41, 42, 44, 46, 48, 53, 54, 56, 57, 59, 60, 61, 65, 66, 68], "recomend": 1, "sub": 1, "name": [1, 16, 21, 24, 39, 43, 45, 53, 58, 61, 64], "someth": [1, 30, 44, 53], "like": [1, 6, 7, 10, 11, 15, 16, 21, 29, 30, 39, 42, 43, 44, 45, 51, 53, 54, 56, 57, 60, 61, 63, 65, 69], "src": [1, 63], "help": [1, 2, 6, 7, 9, 12, 15, 16, 19, 20, 21, 26, 29, 36, 44, 54, 58, 68], "manag": [1, 15, 24, 45, 53, 66, 67], "other": [1, 6, 10, 14, 15, 16, 17, 19, 23, 28, 29, 35, 36, 39, 42, 44, 45, 49, 51, 53, 54, 55, 56, 57, 61, 64, 65, 68], "might": [1, 10, 15, 16, 19, 21, 26, 27, 30, 40, 60], "download": [1, 19, 21, 34, 37, 38, 40, 46, 51, 53, 54, 61, 66], "pwd": 1, "usernam": [1, 15, 21, 45, 53, 68], "mkdir": 1, "cd": [1, 52], "go": [1, 16, 21, 26, 30, 43, 44, 45, 53, 54, 60, 61, 62, 66, 67, 68], "To": [1, 8, 12, 15, 19, 21, 27, 28, 38, 39, 41, 48, 53, 54, 56, 57, 60, 61, 64, 69], "do": [1, 5, 11, 15, 16, 17, 19, 20, 21, 30, 39, 41, 44, 45, 46, 48, 53, 54, 56, 58, 60, 64, 65, 68, 69], "click": [1, 15, 21, 36, 37, 38, 40, 42, 43, 53, 60, 61, 62, 64, 66, 68, 69], "button": [1, 21, 36, 37, 38, 43, 53, 60, 61], "local": [1, 3, 21, 25, 36, 53, 56, 60, 66], "devic": [1, 51, 54, 67, 69], "get": [1, 7, 15, 17, 19, 20, 21, 26, 28, 30, 31, 42, 43, 44, 50, 51, 58, 64, 67, 68], "url": [1, 21, 31, 37, 38, 41, 42, 45, 48, 53, 55, 61, 62, 64, 65], "lick": 1, "green": [1, 53, 60], "code": [1, 11, 27, 28, 30, 36, 37, 39, 40, 41, 44, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 57, 58, 64, 65, 66], "primari": [1, 16], "copi": [1, 21, 37, 38, 45, 53, 61, 64, 68], "valu": [1, 43], "box": [1, 42, 61], "befor": [1, 4, 21, 28, 29, 30, 41, 48, 50, 53, 64], "make": [1, 3, 5, 15, 17, 19, 20, 21, 26, 27, 36, 37, 39, 41, 43, 45, 46, 48, 53, 55, 56, 57, 61, 68], "sure": [1, 8, 15, 39, 41, 43, 45, 48, 53, 61], "subdirectori": 1, "contain": [1, 5, 30, 34, 35, 37, 39, 42, 43, 45, 46, 50, 52, 53, 61, 64, 65, 66], "com": [1, 8, 19, 23, 34, 36, 47, 53, 61, 66], "point": [1, 5, 21, 39, 43, 53, 55], "both": [1, 6, 9, 41, 48, 53, 57], "upstream": [1, 36], "origin": [1, 21, 36], "after": [1, 21, 26, 29, 41, 43, 45, 48, 53, 58, 61, 68, 69], "initi": [1, 20, 21, 29, 53], "main": [1, 11, 19, 39, 61], "ll": [1, 29, 45, 53, 61], "need": [1, 4, 9, 11, 15, 16, 19, 20, 21, 28, 30, 37, 38, 39, 41, 43, 45, 46, 48, 49, 50, 51, 52, 53, 54, 60, 61, 62, 68, 69], "chang": [1, 3, 9, 15, 19, 21, 36, 39, 47, 60, 63, 66], "an": [1, 8, 10, 15, 16, 19, 21, 26, 27, 28, 29, 30, 34, 37, 38, 39, 40, 41, 42, 43, 44, 48, 51, 53, 54, 55, 56, 57, 58, 60, 61, 63, 65, 66, 68, 69, 70], "exampl": [1, 12, 15, 16, 27, 30, 38, 40, 41, 43, 44, 45, 48, 50, 55, 57, 58, 60, 61, 64], "includ": [1, 6, 27, 29, 30, 40, 41, 45, 48, 53, 54, 57, 60, 61, 63, 64, 68, 70], "output": [1, 19, 21, 38, 43, 45, 55, 60, 65], "how": [1, 3, 5, 6, 11, 12, 15, 16, 17, 19, 20, 21, 28, 29, 30, 34, 44, 45, 56, 58, 60, 64, 66, 68, 69], "remot": [1, 58, 69], "v": [1, 21], "fetch": [1, 36, 45], "push": [1, 3, 47], "renam": [1, 21, 43, 45], "add": [1, 3, 15, 19, 21, 28, 36, 37, 38, 53, 56, 61, 66, 67, 69], "dsep": [1, 19, 39], "infra": [1, 19, 39, 65, 67], "raw": [1, 31], "past": [1, 6, 11, 12, 20, 21, 27, 28, 30, 37, 38, 55, 61, 64, 69], "below": [1, 5, 6, 11, 15, 16, 17, 19, 20, 21, 36, 39, 42, 43, 45, 51, 53, 54, 55, 57, 58, 60, 61, 63, 64, 68, 69], "sync": [1, 36, 69], "from": [1, 3, 6, 9, 10, 14, 15, 16, 17, 19, 21, 23, 27, 28, 29, 30, 31, 32, 38, 39, 42, 43, 44, 45, 46, 49, 50, 51, 53, 54, 55, 56, 57, 58, 60, 61, 63, 68, 69, 70], "those": [1, 8, 15, 28, 46, 57, 58], "checkout": [1, 36, 54], "prune": 1, "rebas": 1, "anyth": [1, 41, 44, 45, 48], "alwai": [1, 17, 20, 39, 65], "branch": [1, 36, 38, 39, 45, 47, 53, 61, 64, 66], "should": [1, 6, 8, 10, 15, 16, 19, 21, 27, 38, 39, 45, 51, 53, 57, 61, 68], "also": [1, 12, 14, 15, 19, 27, 28, 29, 35, 36, 39, 44, 46, 50, 52, 53, 54, 55, 57, 60, 61, 65, 66, 68], "date": [1, 19, 21, 27, 39], "one": [1, 6, 10, 11, 15, 21, 28, 38, 41, 44, 45, 48, 50, 53, 56, 60, 61, 62, 65, 68, 69], "prior": [1, 12, 43, 56], "commit": [1, 3, 11, 36, 66], "becaus": [1, 21, 27, 44, 61], "contributor": [1, 24], "mai": [1, 6, 11, 12, 14, 15, 16, 19, 27, 28, 30, 38, 41, 43, 44, 45, 46, 48, 50, 54, 57, 60, 61, 66], "last": [1, 31, 53, 61, 67], "new": [1, 3, 9, 11, 16, 21, 29, 37, 38, 41, 43, 44, 45, 46, 48, 49, 51, 53, 57, 58, 61, 66, 67, 68, 69], "switch": [1, 6, 16], "faq": [1, 18, 19, 21], "workflow": [1, 19, 23, 26, 36, 46, 51, 56, 57, 65, 69], "page": [1, 3, 15, 19, 21, 23, 27, 32, 34, 38, 40, 41, 42, 44, 45, 48, 53, 54, 57, 60, 61, 66], "correspond": [1, 3, 6, 39, 42], "found": [1, 3, 6, 12, 19, 21, 28, 34, 68], "_toc": [1, 3], "yml": [1, 3], "see": [1, 3, 12, 20, 21, 25, 29, 40, 41, 43, 45, 46, 48, 50, 53, 54, 56, 60, 66, 68], "s": [1, 5, 6, 10, 11, 15, 16, 17, 19, 20, 21, 23, 27, 30, 35, 36, 38, 39, 41, 43, 44, 45, 46, 48, 53, 54, 56, 57, 59, 61, 62, 63, 66, 68, 69], "been": [1, 6, 8, 16, 21, 27, 34, 36, 39, 43, 44, 53, 57, 58, 60, 61, 66], "modifi": [1, 16, 68], "check": [1, 15, 16, 17, 19, 20, 21, 37, 39, 43, 49, 51, 54, 57, 61, 64, 65, 67, 69], "out": [1, 9, 11, 15, 16, 17, 20, 21, 22, 27, 43, 47, 50, 53, 59, 61, 65], "diff": 1, "statu": [1, 15, 45, 53], "readi": [1, 53], "first": [1, 6, 12, 15, 21, 26, 28, 29, 36, 37, 41, 46, 48, 50, 54, 57], "stage": [1, 15, 30, 39, 65, 68], "them": [1, 11, 12, 15, 19, 21, 36, 39, 41, 44, 48, 50, 53, 61, 65], "file1": 1, "file2": 1, "etc": [1, 11, 19, 34, 38, 39, 41, 48, 56, 57, 58, 61, 63, 65], "m": [1, 53], "descript": [1, 6, 11, 36, 53, 57, 58], "onc": [1, 15, 21, 36, 40, 45, 53, 57, 60, 65, 66, 69], "big": [1, 5, 19, 21], "top": [1, 15, 19, 21, 43, 44, 52, 53, 61], "sai": [1, 37, 45], "compar": 1, "pull": [1, 21, 36, 38, 53, 61, 66], "request": [1, 2, 7, 9, 10, 15, 16, 19, 21, 36, 39, 44, 66, 68, 69], "edit": [1, 3, 21, 53, 57, 68], "titl": [1, 15, 57], "action": [1, 15, 66, 68, 69], "which": [1, 6, 10, 11, 15, 19, 20, 21, 34, 35, 36, 37, 41, 45, 46, 48, 50, 52, 53, 55, 57, 58, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70], "build": [1, 17, 46, 55], "jupyterbook": 1, "publish": [1, 15, 19, 57, 58, 61], "http": [1, 5, 15, 23, 28, 34, 36, 37, 38, 40, 42, 44, 45, 47, 49, 53, 54, 55, 61, 62, 63, 64, 66], "intro": [1, 47, 58], "html": [1, 19, 23, 42, 58], "face": [1, 21, 45, 53, 56], "websit": [1, 3, 5, 7, 11, 19, 20, 30, 36, 41, 46, 48, 58, 64, 66], "fail": 1, "issu": [1, 15, 16, 17, 19, 26, 28, 39, 41, 42, 43, 45, 46, 48, 53, 57, 59, 64, 68], "just": [1, 6, 15, 38, 43, 57, 61], "bit": [1, 68], "i": [1, 15, 16, 17, 19, 20, 21, 39, 43, 45, 55], "highli": [1, 27], "take": [1, 5, 6, 11, 12, 15, 16, 20, 27, 30, 40, 44, 45, 53, 54, 55, 57, 60], "offici": [1, 6, 56], "onlin": [1, 42, 53, 66], "book": [1, 3, 32, 58], "specif": [1, 3, 11, 14, 15, 16, 19, 21, 26, 28, 29, 36, 39, 53, 58, 61, 66, 67, 68], "review": [1, 19, 29, 43, 65], "chapter": 1, "1": [1, 5, 11, 16, 19, 21, 31, 44, 50, 53, 54, 58], "2": [1, 5, 6, 11, 21, 31, 58], "3": [1, 5, 21, 31, 37, 49, 57, 58, 60, 63], "5": [1, 5, 21, 45, 49, 51, 57, 58], "6": [1, 5, 57, 63], "credit": 1, "shane": [1, 24], "datahub": [1, 15, 16, 17, 19, 21, 23, 24, 25, 37, 38, 39, 40, 41, 42, 44, 48, 51, 52, 54, 55, 56, 57, 60, 62, 66, 67, 69, 70], "usag": 1, "analysi": [1, 5, 20, 30, 58], "what": [2, 5, 9, 15, 16, 19, 20, 21, 30, 39, 58, 60, 68], "previou": [2, 6, 9, 12, 21, 24, 30, 44, 60], "data": [2, 5, 6, 7, 9, 11, 12, 16, 19, 20, 25, 28, 29, 30, 31, 34, 35, 36, 38, 40, 41, 42, 43, 44, 45, 46, 48, 50, 53, 58, 60, 61, 64, 65, 66, 67, 68], "scienc": [2, 5, 11, 14, 19, 20, 25, 28, 30, 35, 46, 50, 54, 57, 58], "pedagogi": [2, 9, 14, 58], "jupyt": [2, 3, 11, 19, 20, 21, 23, 28, 30, 32, 36, 42, 45, 50, 52, 61, 62, 64, 67, 68], "logist": [2, 9, 19, 27, 46], "room": [2, 7, 28, 46, 68], "design": [2, 9, 27, 46, 53, 57], "your": [2, 3, 6, 7, 8, 9, 10, 11, 15, 16, 19, 20, 28, 29, 30, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 51, 53, 55, 56, 58, 60, 61, 62, 64, 65, 66, 67, 68, 69], "syllabu": [2, 5, 7, 9, 29], "student": [2, 6, 7, 9, 10, 14, 15, 16, 19, 20, 27, 30, 34, 40, 41, 42, 43, 44, 45, 46, 48, 50, 51, 58, 60, 61, 65, 67, 68, 69], "join": [2, 9, 19, 21, 59, 65], "commun": [2, 9, 17, 20, 21, 46, 57], "channel": [2, 9, 19, 21, 59], "pre": [2, 6, 9, 26, 29, 34, 61, 64], "semest": [2, 9, 11, 12, 14, 19, 20, 28, 29, 30, 36, 39, 53, 56, 66], "checklist": [2, 9, 57], "plan": [2, 19, 21, 29, 42], "develop": [2, 4, 5, 7, 14, 20, 21, 27, 28, 30, 36, 41, 46, 48, 53, 57, 58, 60, 66, 67, 68], "deploy": [2, 19, 39, 56], "assign": [2, 6, 9, 11, 15, 16, 19, 26, 27, 29, 36, 38, 40, 41, 45, 48, 50, 56, 58, 61, 62, 65, 66, 68, 69], "upload": [2, 16, 29, 36, 37, 38, 46, 51, 55, 61, 69], "github": [2, 3, 4, 7, 15, 16, 17, 19, 21, 25, 27, 29, 30, 34, 37, 38, 39, 47, 51, 55, 57, 58, 59, 61, 64, 68], "distribut": [2, 4, 9, 19, 20, 26, 32, 36, 38, 40, 51, 60, 66, 68, 70], "collect": [2, 30], "grade": [2, 9, 10, 11, 26, 53], "work": [2, 6, 9, 11, 17, 19, 20, 21, 27, 29, 36, 41, 43, 44, 45, 46, 48, 50, 53, 54, 56, 57, 58, 65, 66, 68], "larg": [2, 9, 16, 21, 28, 42, 56, 65], "dataset": [2, 9, 16, 21, 44, 53, 58, 61, 65], "python": [2, 5, 9, 11, 12, 16, 19, 21, 28, 31, 35, 37, 41, 43, 44, 46, 48, 50, 57, 58, 60, 61, 65], "packag": [2, 9, 16, 19, 21, 23, 31, 34, 42, 49, 51, 53, 55, 57, 62, 63, 64, 65, 68], "fix": [2, 9, 21, 41, 46, 48, 68], "jupyterhub": [2, 4, 15, 17, 18, 19, 20, 21, 24, 25, 26, 34, 37, 38, 39, 42, 44, 45, 51, 53, 55, 60, 61, 64, 66], "error": [2, 9, 41, 48, 50, 65, 68], "resourc": [2, 16, 19, 28, 30, 41, 44, 48, 56, 57], "peopl": [2, 12, 15, 24, 26, 44, 53, 57], "term": [2, 9, 19, 21, 26, 41, 48, 50, 53, 57, 67], "abbrevi": [2, 9], "contact": [2, 10, 16, 19, 26, 28, 30, 38, 44, 67], "thi": [3, 6, 7, 9, 11, 12, 15, 16, 17, 18, 19, 20, 21, 23, 25, 30, 32, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 51, 53, 54, 55, 56, 57, 58, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69], "demonstr": [3, 28], "The": [3, 5, 6, 9, 11, 15, 16, 19, 20, 25, 26, 28, 30, 34, 35, 38, 39, 40, 41, 43, 48, 49, 50, 51, 53, 54, 56, 57, 58, 60, 63, 65, 66], "built": [3, 70], "detail": [3, 6, 16, 19, 21, 28, 29, 35, 36, 37, 43, 54, 56, 57, 58, 61, 64, 66, 67, 68], "cover": [3, 12, 19, 28], "basic": [3, 11, 14, 21, 26, 38, 39, 47, 50, 58, 60, 61, 66], "repositori": [3, 20, 25, 29, 37, 38, 39, 45, 51, 55, 56, 58, 61, 64, 66], "begin": [3, 4, 28, 29, 30], "clone": [3, 36, 37, 45, 55, 61], "site": [3, 12, 19, 23, 31, 36, 41, 48, 53, 66], "ca": [4, 7, 11, 25, 36], "focus": [4, 16, 58], "support": [4, 16, 17, 19, 21, 28, 30, 38, 39, 45, 46, 53, 54, 56, 57, 70], "unlik": 4, "who": [4, 8, 11, 12, 15, 16, 35, 37, 42, 46, 51, 54, 57, 68, 69], "produc": [4, 10, 57], "class": [4, 6, 7, 11, 12, 14, 16, 19, 27, 28, 30, 44, 46, 58, 63], "core": [4, 16, 31, 46, 65], "task": [4, 11, 53, 56], "assist": [4, 7, 15, 25, 30, 54], "dai": [4, 19, 41, 43, 48, 54], "oper": [4, 16, 19, 21, 42, 43, 50, 56, 58, 66], "utliz": 4, "nbgitpul": [4, 19, 36, 42, 53, 55, 68], "link": [4, 5, 17, 19, 20, 21, 29, 36, 39, 40, 42, 46, 49, 51, 53, 54, 55, 60, 66, 67, 68], "materi": [4, 6, 11, 14, 16, 19, 26, 27, 40, 44, 45, 53, 61, 69], "pdf": [5, 19, 21, 37, 57, 58], "compsci": 5, "88": [5, 38, 58], "comput": [5, 10, 14, 16, 17, 19, 20, 21, 27, 30, 40, 41, 44, 46, 48, 53, 54, 56, 58, 60, 65, 66], "structur": [5, 36, 42, 53, 57], "88e": 5, "econom": [5, 27, 58], "model": [5, 12, 56, 65], "ep": [5, 58], "earth": [5, 58], "physic": 5, "applic": [5, 36, 42, 51, 53, 55, 64, 65, 66, 69], "polsci": 5, "scientif": 5, "studi": [5, 19, 20, 27, 30], "polit": 5, "stat": [5, 42, 52, 55, 68], "probabl": [5, 21, 41, 44, 48, 60, 61], "mathemat": [5, 58], "statist": [5, 14, 20, 27, 28, 54], "ugba": 5, "decis": [5, 68], "civeng": 5, "c88": 5, "smart": 5, "citi": 5, "cyplan": 5, "sem": 5, "write": [5, 16, 27, 42, 46, 58, 66, 67], "stori": 5, "broken": [5, 6, 11], "down": [5, 6, 11, 51, 54, 65], "ag": 5, "sex": 5, "demographi": 5, "sociol": 5, "social": [5, 54], "impact": [5, 57, 68], "demog": 5, "immigr": 5, "tell": [5, 44], "l": [5, 10], "aesthet": 5, "sport": 5, "analyt": 5, "cogsci": 5, "mind": [5, 15, 16, 42, 57, 68, 69], "geog": 5, "geographi": 5, "legalst": 5, "crime": 5, "punish": 5, "children": 5, "world": [5, 58, 66], "mcellbi": 5, "immunotherapi": 5, "cancer": 5, "psych": 5, "cognit": 5, "neurosci": 5, "89a": 5, "linear": 5, "algebra": 5, "96": 5, "network": [5, 21, 44], "web": [5, 36, 53, 54, 55, 57, 61], "visual": [5, 27, 40, 41, 48, 54, 57, 60], "behind": [5, 61], "curtain": 5, "rediscov": 5, "text": [5, 37, 40, 41, 43, 48, 53, 56, 58, 60, 61], "88b": 5, "time": [5, 7, 10, 11, 12, 16, 17, 19, 21, 26, 27, 28, 30, 39, 40, 41, 42, 44, 46, 47, 48, 53, 54, 57, 60, 65], "seri": [5, 58, 61], "sea": 5, "level": [5, 14, 19, 27, 28, 53, 66, 68], "rise": 5, "coastal": 5, "flood": 5, "espm": 5, "A": [5, 11, 14, 21, 25, 26, 27, 36, 42, 46, 57, 66, 67, 68], "explor": [5, 14, 20, 27, 51, 53, 55, 56, 57, 58, 61], "geospati": [5, 23], "hist": 5, "doe": [5, 15, 21, 28, 45, 56, 61], "histori": 5, "count": [5, 16], "japanes": 5, "american": 5, "digit": 5, "sourc": [5, 17, 20, 38, 57, 61, 64], "info": 5, "ethic": 5, "data8": [5, 23, 42], "org": [5, 23, 42, 52, 58], "legal": [5, 27], "measur": [5, 16, 39], "justic": 5, "system": [5, 16, 19, 28, 39, 41, 48], "mcb": [5, 38, 50, 58], "success": [5, 54], "failur": [5, 21], "introduct": [5, 50, 60], "matric": 5, "graph": [5, 57], "cs88": 5, "190": 5, "sec": 5, "driven": [5, 14, 27, 57], "polici": [5, 11, 19, 54, 58], "har": 5, "power": [5, 16, 35, 41, 46, 48], "civic": 5, "tech": [5, 24], "290": 5, "revolut": 5, "88a": 5, "info88a_syllabus_fall2016": 5, "child": 5, "around": [5, 20, 26, 43, 57, 68], "analyz": [5, 30, 41, 48], "household": 5, "set": [5, 9, 15, 18, 19, 20, 21, 26, 29, 30, 35, 36, 41, 44, 46, 48, 57, 60, 66, 67, 68, 69], "genom": 5, "info88": 5, "cogsci88": 5, "cee": 5, "ecolog": 5, "environ": [5, 21, 39, 41, 46, 48, 50, 51, 52, 53, 56, 60, 65], "health": [5, 19], "human": 5, "behavior": [5, 45], "literatur": 5, "39f": 5, "39g": 5, "39h": 5, "39c": 5, "read": [5, 7, 15, 16, 17, 21, 26, 31, 41, 42, 45, 48, 52, 54, 57, 58, 61, 67], "39e": 5, "39d": 5, "race": 5, "polic": 5, "appli": [6, 14, 41, 48, 50, 61], "theoret": 6, "concept": [6, 27, 46, 50], "8": [6, 7, 9, 12, 14, 19, 25, 34, 35, 36, 38, 40, 41, 44, 45, 46, 48, 50, 58, 60, 61, 66, 67], "particular": [6, 14, 15, 16, 19, 28, 30, 38, 53, 61], "area": [6, 58], "interest": [6, 8, 11, 15, 16, 17, 19, 20, 29, 30, 55, 56, 65, 68, 69], "some": [6, 11, 14, 18, 19, 20, 21, 34, 39, 40, 43, 46, 50, 56, 57, 58, 60, 61, 65, 66, 70], "character": 6, "averag": 6, "give": [6, 12, 20, 27, 28, 57], "idea": [6, 11, 44], "fulli": [6, 11], "match": [6, 11], "requisit": 6, "co": [6, 24], "alreadi": [6, 49, 51, 60], "complet": [6, 19, 51, 58, 64], "concurr": 6, "although": 6, "expect": [6, 19, 42, 43, 58], "state": [6, 39], "note": [6, 8, 21, 30, 39, 43, 46, 53, 54, 56, 57], "formal": 6, "abl": [6, 8, 15, 19, 21, 41, 42, 45, 46, 48, 51, 53, 64, 68, 69], "enrol": [6, 11, 19, 68], "without": [6, 28, 41, 45, 48, 62, 65, 66, 67], "met": 6, "challeng": [6, 21, 56, 57, 58], "individu": [6, 21, 53, 54, 57, 60, 62], "rang": [6, 54], "prepar": 6, "repres": [6, 29], "whole": 6, "announc": [6, 8, 17, 57], "suggest": [6, 17], "find": [6, 10, 14, 15, 16, 19, 21, 30, 44, 53, 54, 58, 64, 69], "differ": [6, 16, 19, 20, 21, 26, 27, 28, 34, 38, 39, 42, 43, 44, 45, 50, 57, 60, 61, 66, 69], "wait": [6, 21], "until": [6, 12, 21], "thei": [6, 11, 15, 16, 19, 21, 27, 28, 41, 42, 44, 45, 46, 48, 50, 51, 53, 54, 58, 61, 65, 68, 69], "Of": 6, "discret": [6, 43], "consid": [6, 12, 16, 27, 30, 56, 58, 68], "case": [6, 14, 16, 17, 19, 20, 21, 43, 56, 61, 68], "basi": [6, 19, 28, 54, 56], "think": [6, 17, 19, 20, 27, 30], "waiv": 6, "miss": [6, 12], "overal": [6, 57], "effect": [6, 56], "two": [6, 8, 11, 19, 21, 29, 39, 43, 53], "There": [6, 11, 16, 19, 21, 35, 39, 44, 47, 50, 52, 57, 60, 62, 68], "three": [6, 11, 16, 19, 30, 45, 57], "yet": [6, 43], "possibl": [6, 12, 43, 45, 60, 68], "higher": [6, 14], "One": [6, 21, 35, 44, 46, 53, 57, 66], "hour": [6, 7, 11, 30, 67], "meet": [6, 11, 12, 19, 27, 28, 29, 57], "per": [6, 11, 16, 57], "week": [6, 8, 10, 11, 12, 16, 27, 56, 58], "lab": [6, 11, 14, 16, 21, 27, 30, 40, 45, 49, 50, 51, 52, 62, 63, 68], "lectur": [6, 27, 28, 58], "portion": [6, 38, 61], "decid": [6, 60], "split": 6, "up": [6, 9, 14, 18, 19, 20, 21, 26, 27, 30, 36, 38, 41, 43, 44, 46, 48, 61, 69, 70], "between": [6, 12, 29], "spend": [6, 12, 58], "second": [6, 12, 68], "fluid": 6, "back": [6, 15, 19, 21, 26, 44], "forth": [6, 21], "question": [6, 11, 26, 28, 29, 30, 54, 58], "throughout": [6, 11, 14, 46, 53], "weekli": [6, 11], "project": [6, 17, 36, 41, 48, 53, 58, 62, 66, 69, 70], "homework": [6, 14, 27, 30, 51, 53, 68], "exam": [6, 19, 27], "depend": [6, 16, 28, 39, 42, 43, 50, 53], "offic": [6, 7, 11], "six": [6, 26], "wai": [6, 10, 17, 19, 21, 43, 57, 60, 65], "outsid": [6, 11, 19], "schedul": [7, 10, 19, 27, 28, 56], "grader": [7, 20, 21, 53, 59, 65], "access": [7, 10, 16, 19, 21, 39, 42, 45, 46, 49, 51, 53, 54, 55, 56, 60, 62, 64, 65, 66, 68, 69], "bcours": [7, 15, 16, 19, 61], "would": [7, 10, 11, 16, 19, 21, 30, 51, 53, 61, 64, 68], "guid": [7, 9, 16, 19, 25, 53, 56, 66], "updat": [7, 17, 19, 21, 52, 53, 65, 67], "public": [7, 17, 19, 29, 36, 38, 52, 53, 58, 61, 66, 67], "privat": [7, 53, 61, 66], "repo": [7, 21, 25, 36, 38, 39, 40, 45, 53, 61, 66], "organ": [7, 36, 45, 61, 66, 67], "hold": [8, 10, 11, 36, 53, 66], "everi": [8, 9, 16, 19, 21, 27, 28, 39, 50], "These": [8, 11, 21, 46, 61], "post": [8, 10, 19, 21, 41, 48, 51, 57], "attend": [8, 11, 28, 29, 37], "focu": [8, 46, 57], "topic": [8, 26, 28, 50, 54, 66], "googl": [8, 19, 42, 55], "group": [8, 15, 16, 58, 65], "whether": [8, 19, 21, 49, 51, 69], "view": [8, 15, 21, 29, 36, 55], "membership": 8, "email": [8, 15, 16, 17, 19, 21, 29, 41, 48, 53], "send": [8, 16, 17, 53], "berkelei": [8, 10, 15, 16, 19, 20, 21, 23, 25, 28, 35, 37, 38, 39, 40, 41, 44, 45, 46, 48, 53, 54, 55, 60, 61, 62, 63, 64, 66], "edu": [8, 15, 16, 19, 21, 23, 25, 28, 37, 38, 39, 40, 41, 44, 45, 48, 53, 54, 55, 60, 61, 62, 63, 64, 66], "welcom": [9, 10, 37], "cdss": [9, 10, 11, 14, 20, 25, 27, 28, 30, 41, 46, 48, 60], "goal": [9, 27, 46], "provid": [9, 11, 15, 16, 19, 28, 30, 35, 36, 38, 39, 41, 42, 46, 48, 54, 56, 57, 63, 66, 69, 70], "return": [9, 21, 45], "constantli": [9, 57, 65], "sort": 9, "keep": [9, 12, 15, 16, 21, 42, 47, 53, 57, 68, 69], "speed": 9, "With": [9, 26, 53], "tip": [9, 21, 30, 45, 57], "held": [10, 28, 29], "mondai": 10, "tuesdai": 10, "discuss": [10, 11, 27, 28, 44], "curriculum": [10, 14, 19, 27], "coordin": 10, "eric": [10, 11, 16, 19, 20, 24, 28], "van": [10, 11, 16, 19, 20, 24, 28], "dusen": [10, 11, 16, 19, 20, 24, 28], "each": [10, 11, 21, 27, 29, 36, 38, 42, 43, 44, 46, 53, 58, 60, 61, 62], "wherev": 10, "conveni": [10, 16], "gatewai": 10, "tool": [10, 17, 19, 28, 34, 35, 38, 40, 41, 48, 53, 56, 57, 60, 61], "ferpa": 10, "consist": [10, 11, 57, 60], "It": [10, 12, 15, 16, 19, 21, 36, 44, 53, 57, 63, 64, 66, 68], "similar": [10, 35, 46, 70], "blackboard": 10, "maintain": [10, 11, 36, 41, 46, 48, 53, 57, 70], "profit": 10, "compani": 10, "faculti": [10, 14, 19, 53, 55], "come": [10, 28, 45, 46, 54, 63], "school": [10, 57], "familiar": [10, 27, 38, 46, 61], "depart": [10, 19], "list": [10, 14, 15, 17, 23, 25, 28, 38, 39, 42, 43, 47, 50, 54, 58, 61, 64, 69], "receiv": [10, 19, 20, 61, 68, 69], "role": [11, 15, 24, 28, 57], "none": [11, 21, 31], "brief": 11, "dec": [11, 14, 25], "experi": [11, 12, 14, 17, 19, 20, 27, 28, 45, 46, 51, 65], "notebook": [11, 15, 17, 19, 20, 21, 23, 28, 29, 30, 34, 36, 39, 42, 43, 44, 45, 56, 62, 65, 66, 67, 68], "libari": 11, "brainstorm": 11, "translat": [11, 57, 58], "In": [11, 12, 14, 15, 19, 21, 27, 28, 36, 37, 38, 41, 43, 44, 46, 48, 53, 54, 56, 57, 58, 60, 61, 65, 67, 68, 69], "over": [11, 19, 20, 22, 27, 30, 45, 47, 66], "summer": [11, 57], "earli": [11, 30, 63, 68], "vari": [11, 15, 19, 21, 39, 58], "base": [11, 15, 16, 19, 36, 41, 45, 48, 50, 53, 54, 58, 61, 65], "avail": [11, 19, 21, 27, 30, 35, 36, 39, 44, 53, 54, 61, 63, 69], "undergradu": [11, 28, 54], "varieti": [11, 60], "answer": [11, 26, 28, 30, 34, 36, 58, 61], "proofread": 11, "But": 11, "cannot": [11, 41, 48, 51, 54, 61], "unit": 11, "decal": 11, "train": 11, "90": 11, "39": 11, "spent": [11, 16], "remain": [11, 38, 61, 63], "51": 11, "relat": [11, 16, 19, 21, 28, 30, 43, 53, 65], "9": 11, "15": [11, 19], "x": 11, "30": 11, "prep": 11, "our": [11, 16, 17, 19, 20, 21, 39, 42, 46], "default": [11, 15, 16, 19, 39, 57, 61, 66], "staff": [11, 15, 19, 28, 29, 30, 46], "recruit": 11, "seat": 11, "free": [11, 19, 30, 51], "declin": 11, "altern": [11, 57, 60, 70], "arrang": 11, "fit": [11, 16, 27, 44], "better": [11, 38, 57, 58, 61], "respons": [11, 19, 21], "associ": [11, 58], "paid": 11, "recommend": [12, 14, 15, 16, 19, 21, 39, 42, 53, 54, 56, 57, 59, 60, 61, 65], "own": [12, 28, 30, 36, 41, 46, 48, 61, 68], "same": [12, 15, 17, 21, 36, 38, 40, 41, 45, 48, 60, 61, 65, 66, 69], "histogram": [12, 30], "four": [12, 29, 30, 53], "five": [12, 63], "avoid": [12, 19, 41, 44, 45, 48], "too": [12, 21, 43, 57, 65], "much": [12, 30, 57], "fundament": 12, "taught": [12, 27], "cohes": 12, "mani": [12, 19, 20, 21, 25, 28, 34, 36, 39, 40, 43, 46, 47, 50, 57, 58, 65, 66, 68], "best": [12, 19, 45, 57], "accommod": 12, "sinc": [12, 53, 68], "light": [12, 20, 57], "most": [12, 16, 19, 21, 29, 30, 31, 41, 43, 45, 46, 48, 50, 60, 61, 66, 68], "lot": [12, 16, 21, 46, 65], "long": [14, 21, 44, 67], "method": [14, 21, 27, 39, 42, 45, 63], "domain": [14, 21, 27, 28], "expand": 14, "skill": [14, 27, 30], "chosen": [14, 21, 46, 55, 56, 58], "field": [14, 37, 53, 61, 64], "adapt": [14, 16, 30], "exist": [14, 19, 21, 27, 30, 39, 45], "ground": [14, 70], "team": [14, 15, 16, 19, 20, 21, 24, 27, 28, 29, 53, 56, 57, 59, 65, 69], "partner": 14, "necessari": [14, 15, 27, 30, 53, 56, 65], "exercis": [14, 38, 58, 66], "typic": [14, 21, 50, 53], "foundat": [14, 25], "math": [14, 28], "well": [14, 53, 60, 61], "offer": [14, 17, 19, 28, 57, 63, 65], "header": [14, 37, 43, 57], "curiou": 15, "ye": [15, 16, 17, 19, 21, 35, 69], "mean": [15, 27, 41, 46, 48, 54, 61], "troubleshoot": [15, 19, 26, 28, 54, 56], "interfac": [15, 21, 36, 52, 61, 62, 63, 68], "admin": [15, 16, 19, 21, 41, 42, 45, 48, 53, 65, 67], "user": [15, 16, 17, 20, 21, 36, 38, 39, 40, 42, 43, 44, 45, 51, 56, 57, 61, 62, 65, 66, 67, 68, 69], "start": [15, 19, 21, 26, 28, 29, 30, 41, 43, 44, 45, 46, 48, 49, 51, 53, 57, 60, 68], "stop": [15, 21, 68], "server": [15, 19, 20, 39, 51, 53, 55, 58, 60, 68], "dedic": [15, 16], "debug": [15, 21], "wide": [15, 39, 41, 48, 54], "gsi": 15, "act": [15, 28, 45, 46, 66], "anoth": [15, 16, 21, 37, 41, 43, 44, 46, 48, 60, 68], "result": [15, 16, 21, 57, 65], "conflict": [15, 21, 41, 45, 48], "report": [15, 19, 44, 65], "scenario": [15, 19, 21, 37, 56, 57, 69], "infrastructur": [15, 19, 24, 41, 46, 48, 52, 53, 56, 57, 60, 65], "so": [15, 16, 17, 19, 20, 21, 41, 42, 43, 45, 48, 50, 56, 60, 61, 63], "correct": [15, 41, 43, 45, 48, 53, 67], "imag": [15, 16, 21, 31, 53, 60], "know": [15, 16, 19, 20, 21, 26, 44, 45, 50], "dashboard": [15, 21, 45, 55, 58], "alon": [15, 57], "purpos": [15, 65], "satisfi": 15, "abov": [15, 16, 21, 38, 39, 43, 50, 53, 54, 57, 58, 61, 62, 66], "criteria": 15, "templat": [15, 16, 17, 19, 21, 39, 53, 67], "process": [15, 16, 19, 27, 29, 30, 38, 39, 41, 44, 48, 51, 57, 58, 61, 69], "ha": [15, 16, 19, 20, 21, 28, 32, 34, 36, 37, 41, 43, 44, 48, 53, 54, 57, 58, 60, 61, 63, 68, 70], "undergon": [15, 57], "major": [15, 30, 45, 46], "longer": [15, 21, 61, 70], "id": [15, 19, 21, 54, 67, 69], "than": [15, 16, 19, 21, 28, 38, 43, 57, 58, 61], "subset": [15, 16, 65, 68], "order": [15, 26, 29, 41, 43, 46, 48, 54], "must": [15, 38, 39, 53, 54, 60, 61], "By": [15, 29, 43], "teacher": 15, "ta": [15, 28, 46], "visit": [15, 21, 36, 61, 67], "section": [15, 18, 19, 26, 29, 30, 54, 60, 61, 62, 66], "specifi": [15, 19, 38, 39, 61], "address": [15, 28, 57], "groupset": 15, "insid": [15, 37], "share": [15, 19, 21, 37, 44, 46, 51, 53, 57, 58, 68], "configur": [15, 19], "document": [15, 19, 21, 37, 41, 42, 46, 48, 53, 56, 57, 59, 68], "being": [15, 21, 41, 44, 48, 54], "grant": [15, 16, 67], "logout": 15, "again": [15, 21, 43, 45, 64, 65], "config": 15, "persist": [15, 21], "thing": [15, 19, 29, 34, 41, 44, 48, 50], "ui": [15, 19, 56, 57, 63], "navig": [15, 30, 45, 53, 57, 62], "sometim": [15, 43], "part": [15, 16, 17, 19, 21, 27, 36, 39, 45, 52, 53, 56, 57, 58, 60, 61, 63, 64, 65, 68, 69], "circumst": 15, "reach": [15, 16, 17, 20, 21, 22, 59, 65, 70], "bcourseshelp": 15, "actual": 15, "portal": 15, "login": [15, 36, 37, 41, 48, 69], "instanc": [15, 16, 19, 21, 37, 39, 44, 55, 67], "bar": [15, 45, 68], "where": [15, 17, 19, 21, 27, 36, 43, 45, 51, 53, 57, 58, 68, 69], "r": [15, 16, 19, 21, 45, 52, 54, 55, 58, 61, 65], "replac": [15, 53, 57], "calnet": [15, 19, 21, 51, 53], "rstudio": [15, 19, 21, 51, 53, 57, 61], "restart": [15, 39, 43, 44, 57], "control": [15, 21, 36, 53, 57, 66, 67, 68], "panel": [15, 21, 53, 68], "whose": [15, 58], "search": [15, 21, 51, 54, 64], "hub": [16, 38, 39, 42, 45, 53, 55, 57, 62, 64, 65, 67, 68, 69], "version": [16, 17, 19, 21, 34, 36, 39, 41, 45, 48, 61, 65, 66, 68], "self": [16, 31, 39], "temporari": [16, 19, 67], "identifi": [16, 21, 39, 57, 58, 63, 65, 69], "perman": [16, 39], "solut": [16, 19, 21, 39, 43, 53, 69], "syntax": [16, 39, 57, 58], "pip": [16, 19, 21, 39, 57, 64], "eg": [16, 39, 45, 58, 62], "numpi": [16, 39], "ggplot2": [16, 39], "highlight": [16, 18, 19, 21, 38, 39, 58, 61], "along": [16, 29, 39], "rais": [16, 17, 19, 21, 39, 42, 64], "increas": [16, 19, 21, 42, 56, 65], "ram": [16, 19, 41, 42, 48], "cpu": [16, 19, 56, 65], "1gb": [16, 42], "usecas": [16, 56, 68], "compel": 16, "reason": [16, 21, 30, 41, 48, 51, 56, 65], "rational": 16, "upgrad": [16, 17, 21, 65], "cost": [16, 56, 65], "implic": 16, "servic": [16, 19, 21, 24, 28, 51, 54], "factor": 16, "number": [16, 20, 21, 41, 43, 48, 57, 63], "amount": [16, 19, 28, 42, 44], "place": [16, 30, 36, 53, 58], "latter": 16, "temporarili": [16, 39, 42, 45], "durat": 16, "auto": 16, "approv": [16, 38, 61], "threshold": 16, "600": 16, "gb": [16, 19], "month": [16, 17], "400": 16, "200": 16, "ones": [16, 38], "tabl": [16, 21, 23, 30, 35, 42, 43, 46, 57, 65], "further": [16, 21, 55, 56, 57], "consider": [16, 57, 68], "end": [16, 19, 29, 45], "complex": [16, 19, 43, 44, 58, 63, 65, 68], "affect": [16, 41, 48, 57, 60, 68], "perform": [16, 42, 43, 56, 58, 66], "As": [16, 19, 21, 28, 36, 50, 57, 61, 63, 65, 68], "conduct": 16, "workshop": [16, 19, 28, 37], "could": [16, 21, 26, 37, 56, 57, 68], "repurpos": [16, 19, 58], "certainli": 16, "d": [16, 44], "its": [16, 36, 63, 70], "regularli": [16, 19, 21, 39, 46, 67], "ericvd": [16, 20], "balaji": [16, 19, 20, 21, 24], "alwar": [16, 19, 20, 21, 24], "balajialwar": [16, 21], "exact": [16, 19], "memori": [16, 19, 21, 65], "total": [16, 44], "particip": 16, "size": [16, 21, 28, 42, 57], "languag": [16, 19, 39, 56, 58, 65], "research": [16, 19, 30, 54, 56], "motiv": [16, 28], "practic": [16, 21, 28, 57], "IT": 16, "benefit": [16, 28, 41, 48], "high": [16, 19], "cluster": [16, 25, 44], "savio": 16, "On": [16, 21, 45, 53], "demand": 16, "virtual": [16, 21], "machin": [16, 41, 44, 48], "am": [16, 19, 21], "my": [16, 19, 21, 37, 45, 60], "ensur": [16, 19, 21, 43, 53, 56, 57, 67], "rule": [16, 21, 44, 57, 65], "thumb": [16, 21, 44, 57, 65], "separ": [16, 19], "limit": [16, 19, 21, 41, 42, 44, 48, 56, 57], "100": [16, 19, 20, 42, 57, 68], "mb": [16, 57], "overcom": [16, 57], "constraint": 16, "aris": [16, 26, 43], "due": [16, 21, 45, 51, 57, 63, 65], "disk": [16, 41, 44, 48], "singl": [16, 20, 27, 41, 48, 62, 65], "thread": 16, "max": [16, 65], "alloc": [16, 21], "resiz": 16, "feasibl": [16, 19, 56], "profil": [16, 63], "understand": [16, 38, 54, 57, 58, 61, 68], "consumpt": [16, 19], "within": [16, 19, 29, 53, 56, 62, 63], "conusmpt": 16, "directli": [16, 19, 21, 42, 45, 56, 60, 63, 64, 65, 66], "serv": [16, 19, 28, 54], "principl": [16, 20], "undergrad": 16, "technic": [16, 19, 24, 28, 46], "architectur": 16, "strong": 16, "institut": [16, 25], "strateg": 16, "custom": [16, 39, 53, 57, 63, 64], "improv": [17, 19, 21, 57], "campu": [17, 19, 26], "outlin": [17, 21, 42], "enhanc": [17, 19], "notif": [17, 61, 69], "releas": [17, 45, 53, 56, 57, 69], "try": [17, 21, 37, 43, 44, 65], "cadenc": 17, "upcom": 17, "watch": 17, "track": [17, 19, 36, 47, 53, 66], "prioriti": [17, 57], "sprint": 17, "board": 17, "collabor": [17, 29, 37, 42, 53, 57, 69], "don": [17, 21, 36, 37, 43, 44, 51, 53, 65, 67], "junctur": 17, "toward": [17, 27], "integr": [17, 27, 45, 52, 53, 56, 57, 67, 68], "retrolab": 17, "function": [17, 35, 42, 43, 46, 50, 53, 58, 63, 68, 69], "contribut": 17, "thank": 17, "amaz": 17, "sens": [17, 57], "commonli": [18, 65], "refer": [19, 21, 26, 37, 41, 42, 43, 48, 50, 56, 63, 68, 69], "myself": 19, "dear": 19, "easi": [19, 36, 55, 57, 61, 67], "handl": 19, "slack": [19, 21, 22, 59], "urgent": 19, "uctech": 19, "account": [19, 21, 36, 37, 38, 39, 41, 42, 44, 46, 48, 51, 53, 61, 67, 69], "ucb": [19, 53, 56], "touch": 19, "respect": [19, 61], "import": [19, 29, 31, 34, 39, 43, 50, 57, 63, 67], "larger": [19, 30, 46], "usual": [19, 30, 43, 44, 45, 50], "mention": [19, 21, 51, 62], "timefram": 19, "relev": [19, 20, 21, 23, 26, 29, 30, 37, 53], "newslett": 19, "latest": [19, 21, 39, 52, 57, 65, 68], "stack": 19, "subscrib": 19, "plugin": [19, 55, 61, 68, 70], "chrome": [19, 45, 55], "store": [19, 29, 38, 41, 45, 48, 53, 61, 64], "final": [19, 29, 69], "feedback": 19, "smooth": [19, 56], "variou": [19, 38, 40, 41, 48, 56, 57, 60, 61, 63], "uc": [19, 20, 28, 53, 61], "zero": [19, 45], "kubernet": 19, "julia": [19, 39, 45, 65], "uniqu": [19, 64], "across": [19, 36, 39, 65, 66, 69], "extens": [19, 35, 37, 42, 57, 59, 63, 65, 68, 70], "cater": 19, "divers": 19, "audienc": [19, 57], "multipl": [19, 21, 36, 44, 53, 65, 66], "deploi": [19, 28, 39, 56, 68], "right": [19, 21, 30, 43, 44, 45, 60, 61, 62, 66], "corner": [19, 44, 61], "had": [19, 21, 61], "consum": [19, 65], "greater": [19, 58], "capac": 19, "classic": [19, 37, 57, 61, 68, 70], "jupyterlab": [19, 51, 56, 70], "bug": [19, 21, 58, 68], "submit": [19, 53], "messag": [19, 21, 44, 45, 53, 66, 68], "piazza": [19, 21, 22, 23, 38, 41, 44, 48], "real": [19, 27, 53, 57], "agreement": 19, "sla": 19, "regard": [19, 21], "acknowledg": 19, "archiv": 19, "categor": 19, "envis": [19, 58], "decreas": 19, "member": [19, 28, 46], "recov": [19, 21], "exhaust": [19, 43], "enough": [19, 57], "type": [19, 21, 26, 27, 39, 43, 45, 50, 53, 57, 60, 68], "honestli": 19, "noth": 19, "todai": 19, "ask": [19, 21, 29, 43, 51, 54, 65], "backup": 19, "refrain": 19, "via": [19, 21, 34, 42, 55, 66], "incas": [19, 37, 64], "caus": [19, 21, 43, 45, 57], "launch": [19, 21, 37, 45, 55, 69], "non": [19, 27, 45, 57, 68], "onli": [19, 38, 39, 41, 42, 48, 53, 57, 64, 65, 67], "coupl": [19, 21, 55, 57, 62], "sponsor": 19, "guest": 19, "binder": 19, "solv": [19, 21, 41, 45, 48, 58, 65], "immedi": [19, 61, 68], "submiss": [19, 40, 53, 59, 60], "select": [19, 21, 36, 37, 38, 43, 45, 53, 57, 60, 61, 62, 66, 67, 68, 69], "knit": 19, "target": [19, 27], "format": [19, 21, 30, 31, 38, 40, 53, 60, 61, 63], "save": [19, 21, 37, 42, 53, 54, 57, 63, 66, 67], "elev": 19, "privileg": [19, 21], "affili": [19, 53, 54], "stakehold": 19, "worri": 19, "confus": [19, 63], "banner": 19, "highligh": 19, "input": [19, 21, 28, 37, 38, 58, 61], "evangelist": 20, "spread": [20, 27], "word": 20, "tweak": 20, "accord": 20, "collater": 20, "societi": [20, 46], "short": [20, 21, 27, 30, 47, 55, 60, 66, 69], "opportun": [20, 27], "hand": 20, "otter": [20, 53, 59, 65], "weight": 20, "modular": [20, 27], "autograd": [20, 52, 53], "softwar": [20, 28, 36, 41, 43, 45, 48, 54, 65, 66], "convers": [20, 21, 30], "discours": 20, "small": [20, 30], "littlest": 20, "escal": 21, "becom": [21, 30, 41, 48, 57], "unrespons": 21, "properli": [21, 43, 53, 60], "visibl": [21, 36, 37], "obfusc": 21, "f": [21, 31], "desir": [21, 38, 45, 66], "row": [21, 57], "tab": [21, 49, 51, 61, 65, 69], "close": [21, 27, 44, 65], "still": [21, 41, 44, 48, 57, 59, 68], "adopt": [21, 68], "infinit": [21, 43, 65], "loop": [21, 43, 65], "calcul": [21, 30, 58], "show": [21, 38, 53, 61, 65, 68, 69], "crash": [21, 57], "browser": [21, 37, 40, 41, 48, 55, 60, 61, 62, 64, 65, 66, 68], "reduc": [21, 46], "seem": 21, "unus": 21, "workspac": 21, "e": [21, 28, 43, 44, 45, 50, 53, 56, 65], "g": [21, 28, 43, 44, 45, 50, 53, 56, 65], "imposs": 21, "reset": 21, "tree": [21, 34, 45, 62, 69], "n": 21, "integ": 21, "delet": [21, 53, 54], "manual": [21, 38, 53, 61], "confirm": [21, 61], "hack": 21, "spawn": 21, "pend": 21, "ipynb": [21, 37, 40, 45, 57, 60, 61, 63, 64, 68], "bloat": 21, "clear": [21, 37], "nbconvert": [21, 57, 63], "inplac": 21, "filenam": [21, 31, 53, 63, 64], "503": [21, 65], "unavail": 21, "sorri": 21, "stabil": [21, 68], "minut": [21, 43, 68, 69], "403": 21, "block": 21, "unknown": 21, "potenti": 21, "author": [21, 57], "certain": [21, 38, 42, 65, 69], "node": [21, 44], "scale": [21, 28, 44], "volum": 21, "occur": [21, 43, 45], "load": [21, 42, 45, 53, 56], "rm": 21, "nbsignatur": 21, "db": 21, "move": 21, "di": 21, "whenev": 21, "death": 21, "soon": 21, "exce": 21, "die": 21, "lack": [21, 56, 57], "swap": 21, "space": [21, 43, 44, 57], "transmiss": 21, "workaround": 21, "implement": 21, "involv": [21, 24, 57], "remov": [21, 41, 45, 48, 65], "bypass": 21, "session": [21, 43, 44, 68], "startup": 21, "mv": 21, "press": [21, 49, 51], "normal": 21, "studio": [21, 52, 57], "kick": 21, "me": 21, "doesn": [21, 43, 44, 45, 57], "reproduc": 21, "observ": [21, 57], "exponenti": 21, "annot": [21, 58], "awar": 21, "direct": [21, 66], "circumv": 21, "instead": [21, 57, 61], "rel": [21, 53], "window": [21, 36, 54], "ctrl": 21, "shift": [21, 58, 60], "c": [21, 49, 51, 57, 58], "mac": 21, "cmd": 21, "scratch": 21, "fresh": [21, 45], "good": [21, 44, 50, 53, 57], "present": [21, 27, 54, 57, 63, 66], "did": [21, 46, 66], "wa": [21, 35, 43, 46, 53, 56, 68], "made": [21, 27, 30, 36, 53, 57, 60, 66], "10": [21, 57], "2022": 21, "smoothli": [21, 36, 66], "incompat": 21, "test": [21, 57, 58, 60, 65, 68], "revert": 21, "zip": [21, 62], "got": 21, "seek": [21, 26], "export": [21, 63], "fals": 21, "force_sav": 21, "true": [21, 43], "rewrit": 21, "suit": 21, "consolid": 23, "wiki": 23, "cs97": 23, "datasci": [23, 42], "patti": 23, "frontiera": 23, "sampl": [23, 65, 67], "demo": [23, 55, 69], "decul": 23, "tabledemo": 23, "textbook": [23, 46], "ipython": [23, 31, 68], "homepag": 23, "www": [23, 66], "inferentialthink": 23, "outreach": 24, "lead": [24, 29, 30, 56], "dsu": 24, "knapp": 24, "ryan": 24, "lovett": 24, "jonathan": 24, "felder": 24, "greg": 24, "meritt": 24, "anthoni": 24, "suen": 24, "curricular": 24, "keelei": 24, "takimoto": 24, "gunjan": 24, "baid": 24, "chri": 24, "pyle": 24, "yuvi": 24, "panda": [24, 35, 39, 46], "acronym": 25, "bid": 25, "ci": [25, 39, 52], "cloud": [25, 41, 46, 48, 51, 53, 54, 56, 58, 65], "divid": 26, "overview": [26, 27, 28], "themselv": [27, 30, 50], "subject": [27, 30], "extra": [27, 54], "itself": 27, "often": [27, 28, 36, 46, 66], "interact": [27, 28, 40, 46, 53, 55, 56, 57, 66], "led": [27, 68], "critic": 27, "period": [27, 29, 54], "concern": 27, "length": 27, "midterm": 27, "And": 27, "everyon": [27, 41, 48], "freshmen": 27, "senior": 27, "upper": [27, 45, 61], "divis": [27, 46], "econometr": 27, "sociolog": 27, "psycholog": 27, "mediev": 27, "rhetor": 27, "gender": 27, "women": 27, "linguist": 27, "brows": [27, 30], "Not": 28, "feel": [28, 30, 65, 70], "confid": [28, 46], "facilit": 28, "util": [28, 58], "asap": 28, "drop": [28, 36, 54, 66], "complement": 28, "3rd": [28, 57, 61], "floor": [28, 54], "moffitt": [28, 54], "librari": [28, 39, 41, 46, 48, 50, 54, 57], "full": [28, 36, 45, 61], "ahead": [28, 44, 54], "special": 28, "expertis": 28, "geograph": 28, "introductori": [28, 35, 41, 46, 48], "invit": 28, "walk": [28, 66, 68, 69], "aren": [28, 43], "appropri": [28, 43, 53, 58, 61], "interrupt": 28, "front": 28, "profici": 28, "explain": [28, 42, 56, 58], "finer": 28, "conceptu": 28, "At": [29, 30, 53], "bring": 29, "least": 29, "tent": 29, "contract": 29, "timelin": 29, "draft": 29, "goe": [29, 46], "sent": 29, "compon": [30, 35, 46, 52, 54, 57, 61], "unsur": [30, 65, 68], "accomplish": 30, "awai": [30, 68], "correl": 30, "coeffici": 30, "interpret": [30, 57], "devot": 30, "tend": [30, 50], "ideal": [30, 57, 58, 63, 65], "aggreg": 30, "engag": 30, "difficult": 30, "internet": [30, 41, 48, 68], "usabl": [30, 57], "easiest": [30, 45], "spreadsheet": 30, "csv": 30, "xlsx": 30, "extend": 30, "clearer": 30, "faster": 30, "replic": 30, "paper": [30, 57], "quantit": 30, "put": [30, 43, 53], "aspect": [30, 57], "perhap": 30, "histor": 30, "done": [30, 41, 48, 53, 60], "microsoft": 30, "excel": 30, "reconfigur": 30, "saw": 30, "easier": 30, "fewer": 30, "harder": 30, "displai": [31, 35, 36, 46, 57, 60, 66], "mathematica": [31, 63], "png": [31, 63], "width": [31, 63], "250": [31, 63], "filenotfounderror": 31, "traceback": 31, "recent": [31, 46, 61, 63], "call": [31, 40, 43, 45, 60, 61, 66, 69], "tmp": 31, "ipykernel_1851": 31, "3066509368": 31, "py": 31, "opt": 31, "hostedtoolcach": 31, "7": [31, 36, 63], "17": 31, "x64": 31, "lib": 31, "python3": 31, "__init__": 31, "emb": [31, 63], "height": 31, "retina": 31, "unconfin": 31, "metadata": 31, "1230": 31, "1231": 31, "super": 31, "1232": 31, "1233": 31, "1234": 31, "635": 31, "636": 31, "637": 31, "reload": 31, "638": 31, "_check_data": 31, "639": 31, "1261": 31, "1262": 31, "1263": 31, "1264": 31, "1265": 31, "_retina_shap": 31, "660": 31, "661": 31, "662": 31, "_read_flag": 31, "663": 31, "664": 31, "elif": [31, 50], "errno": 31, "No": [31, 36, 41, 48, 67], "gitbook": 32, "host": [32, 36, 51, 53, 54, 58, 66, 68], "statement": [34, 50], "kei": [34, 35, 36, 46, 57, 61], "download_fil": 34, "install_packag": 34, "gh": [34, 38], "written": [35, 46, 53], "investig": [35, 46], "graphic": [35, 46, 57], "abstract": [35, 46], "datafram": [35, 46], "draw": [35, 46], "map": [35, 46, 58], "plot": [35, 46, 50, 57], "aim": [35, 46], "simpl": [35, 44, 46, 61, 63], "taken": [35, 44, 45, 46, 53], "parallel": [36, 44, 66], "conjunct": [36, 66], "aka": [36, 66], "central": [36, 66], "gui": [36, 65], "client": [36, 67], "simplifi": [36, 38, 44, 46, 61], "cli": 36, "maco": 36, "merg": [36, 45, 47], "credenti": [36, 41, 48], "ry": 36, "reposito": 36, "drag": [36, 66], "appear": [36, 42, 43, 53, 61], "summari": [36, 57], "defin": [36, 43], "congratul": 36, "cell": [37, 39, 50, 57, 58, 64, 65], "iri": 37, "datahub_workshop_feb24": 37, "markdown": [37, 50, 57, 60], "sake": 37, "someon": 37, "ipykernel": 37, "launcher": [37, 49, 51], "rather": [38, 43, 61, 64], "extern": [38, 54, 61], "person": [38, 39, 41, 48, 54, 61, 68], "obtain": [38, 56, 61, 67], "given": [38, 41, 42, 43, 48, 50, 61, 63], "futur": [38, 41, 44, 48], "automat": [38, 44, 45, 53, 61], "color": [38, 57, 61], "grei": [38, 43, 61], "yourself": [38, 61], "shown": [38, 61, 64, 69], "hit": 38, "convert": [38, 57, 63], "redirect": [38, 40], "path": [38, 40, 45, 53, 61], "lab5": 38, "procedur": 39, "scikit": [39, 44], "matplotlib": [39, 46, 50, 57], "shini": 39, "dplyr": 39, "tidyr": 39, "rsqllite": 39, "instanceof": 39, "simpli": 39, "line": [39, 45, 51, 53, 60, 67], "bash": [39, 53], "frequent": [39, 43, 54], "reflect": 39, "prod": 39, "product": 39, "break": [39, 41, 45, 48, 60, 65], "omit": 39, "unreleas": 39, "sha": 39, "data8asset": 40, "sp17": 40, "lab01": [40, 45], "blog": [41, 47, 48, 57], "sever": [41, 43, 44, 48, 68], "veri": [41, 46, 48, 50], "tediou": [41, 46, 48], "prone": [41, 48], "even": [41, 42, 44, 48, 57, 65], "finish": [41, 43, 44, 48, 61], "everyth": [41, 48], "outdat": [41, 48], "frustrat": [41, 44, 46, 48], "storag": [41, 44, 48, 67], "entir": [41, 42, 48, 61, 65, 69], "especi": [41, 43, 46, 48, 57], "never": [41, 48], "setup": [41, 46, 48, 53, 60], "burden": [41, 46, 48], "regardless": [41, 42, 48], "disadvantag": [41, 48], "connect": [41, 44, 48, 53, 54, 58], "unlimit": [41, 48], "mayb": [41, 48], "filesystem": [41, 48], "modif": [41, 48], "unless": [41, 48], "difficulti": [41, 48, 57], "unabl": [41, 48], "choic": 42, "drive": [42, 51, 54], "read_tabl": 42, "_autosummari": 42, "messi": 42, "filepath": 42, "therefor": [42, 54], "approach": [42, 46, 55, 56, 58], "administr": 42, "159": [42, 68], "biologi": [42, 58], "dropox": 42, "categori": 43, "describ": [43, 53, 60, 61, 66], "themost": 43, "encount": 43, "far": 43, "screenshot": [43, 45, 49, 51], "happen": [43, 58], "forget": [43, 67], "misspel": 43, "variabl": [43, 50, 56], "quotat": 43, "mark": [43, 54], "string": 43, "column": [43, 57, 58], "pick": 43, "doubl": [43, 60], "spell": 43, "capit": 43, "punctuat": 43, "enclos": 43, "deal": [43, 46], "label": [43, 53, 57], "sensit": [43, 67], "manipul": 43, "incorrect": 43, "kind": [43, 44, 58], "relabel": 43, "misus": 43, "boolean": 43, "argument": 43, "friend": 43, "stuck": 43, "squar": [43, 57], "bracket": [43, 57], "left": [43, 58, 60, 62], "asterisk": 43, "circl": 43, "kernel": [43, 44, 57], "stai": [43, 61], "solid": 43, "isn": [43, 69], "particularli": 43, "realli": [43, 44], "takesever": 43, "toolbar": [43, 60], "attempt": 43, "menu": [43, 45, 57, 68], "lostand": 43, "redefin": 43, "finit": 44, "reserv": [44, 54], "roughli": 44, "10gb": 44, "2gb": 44, "fast": 44, "bottleneck": 44, "obvious": 44, "analys": 44, "fine": 44, "multi": 44, "layer": 44, "neural": 44, "batch": 44, "tie": 44, "joblib": 44, "n_job": 44, "though": 44, "iter": [44, 50], "problem": [44, 50], "let": [44, 56], "strai": 44, "unfortun": 45, "won": [45, 50], "firefox": [45, 55, 68], "safari": 45, "correctli": 45, "red": 45, "exit": 45, "128": 45, "fill": [45, 53, 58, 61, 64, 67], "forward": [45, 68], "slash": 45, "okai": 45, "fall19": 45, "overwrit": 45, "refus": 45, "proce": 45, "conserv": 45, "soc": 45, "old": 45, "problemat": [45, 65], "aros": 45, "newli": 45, "stash": 45, "dropdown": [45, 60, 61, 66, 69], "gitstash": 45, "advic": 45, "experienc": 46, "wast": 46, "preinstal": 46, "mainten": 46, "monitor": 46, "piec": [46, 61], "tradit": 46, "quit": 46, "complic": 46, "verbos": 46, "intimid": 46, "ok": 46, "were": [46, 53, 68], "stone": 46, "advanc": [46, 60, 61, 66, 70], "excit": 46, "spoke": 46, "jupytercon": 46, "2017": 46, "coderefineri": 47, "webtuu": 47, "04": 47, "layman": 47, "anaconda": [49, 51], "prompt": [49, 51, 56, 61, 67, 68, 69], "shell": 49, "conda": [49, 51, 57], "essenti": [49, 51, 68], "y": [49, 51], "commandlin": 49, "tidyvers": [49, 51], "print": [49, 51, 65], "devtool": [49, 51], "install_github": [49, 51], "expos": [50, 58, 67], "meant": 50, "introducen": 50, "acclim": 50, "nitti": 50, "gritti": 50, "tailor": [50, 61], "beind": 50, "int": 50, "float": 50, "str": 50, "bool": 50, "arithmet": 50, "logic": 50, "keyword": 50, "builtin": 50, "homogen": 50, "customiz": 50, "introduc": [50, 57], "32": 50, "sparser": 50, "almost": 50, "powershel": 51, "fan": 51, "purchas": 51, "coursework": [51, 52], "desktop": [51, 53], "tier": 51, "canva": 51, "qmd": 52, "worthi": 52, "knitr": 52, "inord": [52, 57], "20": 52, "andrew": 52, "brai": 52, "stat20": 52, "sit": 52, "netlifi": 52, "gradescop": [52, 53], "simul": [52, 58], "platform": 53, "easili": [53, 68], "proper": 53, "rmd": [53, 57], "determin": [53, 56], "rproj": 53, "ex": 53, "phw250fg": 53, "dev": 53, "continu": 53, "phw250fg2019": 53, "unpublish": 53, "quick": 53, "hw0": 53, "hw1": 53, "blank": [53, 61], "ttp": 53, "epi": 53, "master": [53, 61, 66], "leav": [53, 61, 68], "empti": 53, "august": 53, "2019": 53, "great": 53, "sign": 53, "readm": 53, "pop": 53, "github_url": 53, "publicli": [53, 61], "file_nam": 53, "unix": 53, "sequenti": 53, "autom": 53, "repetit": 53, "editor": 53, "sh": 53, "bin": 53, "head": 53, "indic": 53, "item": [53, 57], "source_filepath": 53, "dest_filepath": 53, "cp": 53, "root": 53, "hw1_r_quiz": 53, "classroom": 54, "borrow": 54, "chromebook": 54, "oskicat": 54, "cs": 54, "c8": 54, "scroll": 54, "otherwis": 54, "circul": 54, "desk": 54, "proof": 54, "registr": 54, "macbook": 54, "air": 54, "osx": 54, "graduat": 54, "valid": [54, 68], "cal": 54, "yellow": 54, "card": 54, "loan": 54, "engin": [54, 58], "bioscienc": 54, "14": 54, "restrict": 54, "electron": 54, "deep": 54, "freez": 54, "hard": 54, "shut": 54, "club": 54, "scrape": 54, "1st": 54, "consult": [54, 56, 65], "datap": 54, "app": [55, 67], "plai": [55, 60], "mozilla": [55, 68], "ii": 55, "render": 55, "llm": 56, "tpu": 56, "gpu": [56, 65], "signific": [56, 57], "smaller": [56, 65], "known": 56, "distilbert": 56, "bump": 56, "distibert": 56, "strongli": 56, "proactiv": 56, "optim": 56, "openai": 56, "hug": 56, "privaci": 56, "env": 56, "provider_api_kei": 56, "your_api_key_her": 56, "load_ext": 56, "jupyter_ai": 56, "conversation": 56, "stem": 57, "fact": 57, "screen": [57, 61, 68], "reader": 57, "keyboard": 57, "contrast": 57, "complianc": 57, "aa": 57, "mandat": 57, "univers": 57, "dimens": 57, "exemplifi": 57, "incorpor": 57, "spirit": 57, "aria": 57, "hamburg": 57, "collaps": 57, "blogpost": 57, "23": [57, 68], "posit": 57, "except": 57, "attent": 57, "construct": 57, "reusabl": 57, "deriv": 57, "transit": 57, "retro": [57, 68, 70], "eventu": 57, "notabl": 57, "inaccess": 57, "caption": 57, "iota": 57, "compil": 57, "textual": 57, "disabl": [57, 68], "seaborn": 57, "embed": [57, 63], "withing": 57, "denot": 57, "beauti": 57, "landscap": 57, "jpg": 57, "pathwai": [57, 68], "form": 57, "comprehens": 57, "less": 57, "equal": 57, "nvda": 57, "jaw": 57, "lesser": 57, "realist": 57, "h1": 57, "tag": [57, 63], "effort": 57, "notbook": 57, "barrier": [57, 61], "moment": 57, "readabl": 57, "comparison": 57, "standpoint": 57, "mynotebook": 57, "parti": [57, 61, 63, 69], "comment": 57, "progress": 57, "creator": 57, "pitaya": 57, "smoothi": 57, "dark": 57, "aaa": 57, "a11i": 57, "forg": 57, "jupyterthem": 57, "onedork": 57, "grade3": 57, "oceans16": 57, "chesterish": 57, "monokai": 57, "solarizedi": 57, "solarizedd": 57, "equival": 57, "lego": 57, "darksid": 57, "san": 57, "serif": 57, "ship": 57, "anonym": [57, 68], "pro": 57, "atkinson": 57, "hyperleg": 57, "dejavu": 57, "fira": 57, "sound": 57, "sonif": 57, "audibl": 57, "pattern": 57, "perceiv": 57, "hear": 57, "sonipi": 57, "twoton": 57, "music": 57, "astronomi": 57, "astronifi": 57, "turn": 57, "astronom": 57, "brailler": 57, "blind": 57, "audio": 57, "represent": 57, "tactil": 57, "impair": 57, "tacticl": 57, "knittr": 57, "accessrmd": 57, "ongo": 57, "element": [57, 58], "priorit": 57, "inclus": 57, "broad": 57, "potluri": 57, "et": 57, "al": 57, "2023": 57, "acm": 57, "outcom": [58, 65], "achiev": [58, 65], "Will": 58, "togeth": 58, "independ": 58, "synchron": 58, "asynchron": 58, "deliv": 58, "tabular": 58, "101": 58, "postgr": 58, "databas": [58, 65], "queri": [58, 59], "against": 58, "evalu": 58, "sql": 58, "incomplet": 58, "assig": 58, "gap": 58, "knowledg": 58, "pmb": 58, "bioe": 58, "146": 58, "dynam": 58, "fibonacci": 58, "longest": 58, "subsequ": 58, "recurs": 58, "codifi": 58, "express": 58, "api": 58, "pyearth": 58, "geolog": 58, "survei": 58, "globe": 58, "quak": 58, "magnitud": 58, "hello": [58, 66], "econ": 58, "130": 58, "accustom": 58, "hunt": 58, "ratio": 58, "ouput": 58, "syntact": 58, "referenc": 58, "assum": 60, "side": [60, 62, 66], "eiher": 60, "insert": 60, "notic": 60, "triangl": 60, "rerun": 60, "standard": [60, 63], "seen": [60, 61], "wish": 61, "rest": 61, "why": 61, "arbitrari": 61, "valuabl": 61, "broader": [61, 67], "context": [61, 68], "sw": 61, "282": 61, "lab04": 61, "unfinish": 61, "streamlin": 61, "shareabl": [61, 68], "webpag": 61, "puzzl": 61, "icon": 61, "pin": 61, "snapshot": [61, 64, 68], "closer": 61, "textbox": 61, "intuit": 61, "ecosystem": 61, "juptyterlab": 61, "choosen": 61, "hassl": 62, "seper": 62, "hub_url": 62, "your_usernam": 62, "data100": [62, 67], "bawar": 62, "situat": 62, "slightli": 63, "third": [63, 69], "migrat": 63, "webpdf": 63, "img": 63, "alt": 63, "style": 63, "250px": 63, "center": 63, "straightforward": 63, "concis": 63, "rtl": 63, "openberkelei": 63, "theme": 63, "openberkeley_theme_brand": 63, "asset": 63, "berkeley_wordmark_blue_175x70": 63, "svg": 63, "logo": 63, "flexibl": 63, "mode": 63, "align": 63, "5265a161": 63, "c705": 63, "42fc": 63, "a3": 63, "ec1fde427030": 63, "ngbitpul": 64, "eec": 64, "data88": 64, "sp22": 64, "ignor": 64, "jovyan": 64, "name_of_repositori": 64, "8x": 64, "ms": 64, "toolsai": 64, "poor": 65, "frame": 65, "slice": 65, "believ": 65, "object": 65, "401": 65, "activ": [65, 68], "comfort": 65, "stabl": 65, "sqlite": 65, "pyqt5": 65, "qgi": 65, "henc": 65, "quickli": 65, "indefinit": 65, "onto": 66, "Then": 66, "sentenc": 66, "beginn": 66, "stick": 66, "gone": 66, "bottom": 66, "atlassian": 66, "tutori": 66, "token": 67, "ghscopedcr": 67, "flow": 67, "permiss": 67, "gh_scoped_cr": 67, "proven": 68, "littl": 68, "spring": 68, "22": 68, "corrupt": 68, "jupyter_collabor": 68, "su": 68, "random": 68, "went": 68, "uncov": 68, "pilot": 68, "bleed": 68, "edg": 68, "owner": 68, "expir": 68, "explicitli": 68, "60": 68, "revok": 68, "invalid": 68, "care": 68, "gain": 68, "centr": 68, "clipboard": 68, "tim": 68, "cursor": 68, "disappear": 68, "hood": 68, "framework": 68, "fellow": 69, "dropbox": 69, "delai": 69, "gif": 69, "manner": 69, "retain": 70, "eol": 70}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"licens": 0, "thi": [0, 1, 26, 35], "book": 0, "welcom": [1, 26], "uc": [1, 26], "berkelei": [1, 26], "data": [1, 14, 23, 26, 27, 54, 57], "scienc": [1, 26, 27], "curriculum": [1, 3, 26, 32], "guid": [1, 3, 26, 32], "The": [1, 29, 42, 45, 46, 61], "ha": [1, 45], "move": [1, 32], "what": [1, 6, 14, 26, 27, 34, 35, 36, 38, 40, 41, 44, 48, 50, 53, 61, 66], "who": [1, 24, 26], "work": [1, 60, 61, 64, 67], "repo": 1, "ssh": 1, "kei": [1, 56], "ubuntu": 1, "wsl2": 1, "maco": 1, "window": 1, "upload": [1, 42, 66], "your": [1, 21, 57], "public": 1, "github": [1, 32, 36, 42, 45, 53, 66, 67], "set": [1, 53, 56], "up": [1, 53, 56], "fork": 1, "clone": [1, 53], "procedur": 1, "recommend": 1, "read": [1, 9], "summari": 2, "introduct": [2, 9, 47, 53, 56], "creat": [2, 29, 53, 57, 58, 60, 61], "connector": [2, 4, 5, 6, 9, 11, 23, 54], "make": 2, "modul": [2, 27, 30, 32, 34, 54, 63], "workflow": [2, 53], "basic": 2, "dure": [2, 9], "cours": [2, 5, 6, 9, 14], "refer": [2, 57, 58], "build": 3, "instruct": [3, 58], "step": [3, 61, 64, 68, 69], "By": 3, "associ": 4, "previou": [5, 13, 14, 27], "fall": 5, "2021": 5, "spring": 5, "2020": 5, "2018": 5, "2017": 5, "2016": 5, "2015": 5, "prerequisit": [6, 14, 27], "unit": 6, "gener": [6, 37, 38, 45, 56, 61, 64], "structur": [6, 27], "workload": 6, "pre": [7, 30, 39], "semest": [7, 54], "checklist": 7, "administr": 7, "technic": [7, 44, 52], "commun": 8, "channel": 8, "biweekli": 8, "instructor": [8, 9, 13, 37], "meet": 8, "mail": 8, "list": 8, "suggest": 9, "page": 9, "befor": [9, 45], "logist": 10, "room": 10, "technolog": [10, 46], "lectur": 10, "lab": [10, 28, 57], "offic": [10, 28, 54], "hour": [10, 28, 54], "bcours": 10, "get": [11, 36, 41, 48, 56], "student": [11, 12, 21, 28, 35, 53, 54], "help": [11, 28, 56], "develop": [11, 29], "assist": [11, 28], "grader": [11, 64], "reader": 11, "design": [12, 58], "syllabu": 12, "order": 12, "topic": 12, "delai": 12, "enrol": 12, "program": 12, "pace": 12, "tip": [13, 58], "from": [13, 37, 41, 48], "enabl": [14, 68], "plan": [14, 30], "access": [15, 36, 41, 48, 57, 61, 67], "elev": 15, "privileg": 15, "hub": [15, 17, 19, 20, 21], "chang": [16, 45, 53, 67], "exist": [16, 41, 48], "requir": 16, "request": [17, 28, 67], "new": [17, 19, 32, 39, 60], "featur": [17, 56, 68], "datahub": [18, 45, 53, 61, 64, 65, 68], "frequent": 18, "ask": 18, "question": 18, "onboard": 19, "user": 19, "share": [20, 42, 69], "inform": [20, 23], "about": 20, "troubleshoot": [21, 43, 45, 67], "issu": [21, 65], "restart": 21, "kernel": [21, 49, 51], "server": 21, "own": 21, "code": [21, 34, 43, 60], "run": [21, 43, 44, 49, 60], "slow": 21, "4xx": 21, "5xx": 21, "error": [21, 43, 45], "other": [21, 46], "nbgitpul": [21, 37, 38, 45, 61, 64], "otter": [21, 64], "contact": [22, 23], "link": [23, 37, 38, 45, 61, 64], "tool": [23, 46, 67], "document": [23, 35, 52], "cdss": 23, "8": 23, "ar": [24, 35, 36, 38, 40, 41, 48, 61, 66], "we": [24, 32], "term": [25, 39, 54], "abbrevi": 25, "how": [26, 61, 67], "should": [26, 36, 66], "i": [26, 36, 44, 66], "us": [26, 45, 49, 51, 52, 56, 64, 66, 67, 69, 70], "deploy": 28, "peer": [28, 54], "consult": 28, "gsi": 28, "train": 28, "present": 28, "outlin": 29, "materi": [29, 36, 66], "import": [30, 61], "consider": 30, "idea": 30, "For": [30, 54], "ve": 32, "see": 32, "our": 32, "site": 32, "ds": 32, "io": 32, "connectortool": 34, "exampl": [34, 56], "datasci": [35, 46], "packag": [35, 39, 46], "familiar": 35, "git": [36, 47, 66], "why": [36, 41, 48, 66], "store": [36, 42, 66], "Is": 36, "my": 36, "repositori": [36, 53, 67], "privat": 36, "desktop": [36, 66], "activ": 37, "scratch": 37, "option": [37, 49, 51], "1": [37, 45, 49, 51, 57, 64, 68, 69], "via": 37, "2": [37, 45, 49, 51, 57, 64, 68, 69], "jupyt": [37, 40, 41, 46, 48, 49, 51, 56, 57, 58, 60, 63, 70], "notebook": [37, 40, 41, 46, 48, 49, 50, 51, 57, 58, 60, 61, 63, 64, 70], "interact": [38, 61], "restrict": [38, 44, 61], "compon": 38, "instal": [39, 41, 48, 57, 61, 67], "python": [39, 64], "r": [39, 49, 51, 53, 57], "temporari": 39, "long": [39, 54], "On": 39, "reproduc": 39, "jupyterhub": [41, 46, 48], "doe": [41, 48], "differ": [41, 48], "local": [41, 48, 49, 51], "overview": [41, 44, 48], "intern": [41, 48], "dataset": 42, "small": 42, "few": 42, "mb": 42, "outsid": 42, "host": 42, "direct": 42, "larger": 42, "ten": 42, "sever": 42, "gb": 42, "directori": 42, "credit": [42, 58], "2i2c": 42, "readwrit": 42, "syncth": [42, 69], "cell": [43, 60, 63], "nameerror": 43, "valueerror": 43, "typeerror": 43, "never": 43, "stop": 43, "detail": 44, "cpu": 44, "memori": 44, "out": 44, "wa": 45, "click": 45, "an": [45, 62], "incompat": 45, "browser": 45, "microsoft": 45, "edg": 45, "incorrectli": 45, "3": [45, 51, 64, 68, 69], "been": 45, "some": 45, "content": [45, 57], "both": 45, "solut": 45, "pedagogi": 46, "launch": [49, 51, 64, 70], "googl": [49, 51], "colab": [49, 51], "zero": 50, "cover": 50, "sampl": 50, "backup": 51, "binder": 51, "4": [51, 57], "studio": 51, "quarto": 52, "produc": 52, "scientif": 52, "assign": [53, 59, 60], "creation": [53, 58], "publish": 53, "distribut": [53, 61], "view": 53, "progress": 53, "appendix": 53, "A": 53, "ad": 53, "commit": 53, "push": [53, 67], "b": 53, "shell": 53, "script": 53, "resourc": [54, 60, 66], "laptop": 54, "lend": 54, "short": 54, "shini": 55, "ai": 56, "disclaim": 56, "start": 56, "api": 56, "magic": 56, "command": [56, 66], "chat": 56, "interfac": [56, 57, 66, 70], "experi": 57, "enhanc": 57, "jupyterlab": 57, "0": 57, "7": 57, "within": 57, "add": [57, 60], "alt": 57, "text": 57, "all": 57, "static": 57, "imag": [57, 63], "chart": 57, "repres": 57, "across": 57, "multipl": 57, "medium": 57, "avoid": [57, 65], "larg": 57, "have": 57, "clear": 57, "head": 57, "throughout": 57, "export": 57, "html": [57, 63], "format": 57, "consumpt": 57, "wcag": 57, "standard": 57, "compliant": 57, "theme": 57, "font": 57, "compat": 57, "vari": 57, "version": 57, "sonifi": 57, "best": [58, 65], "practic": [58, 65], "wip": 58, "doc": 58, "pedagog": 58, "strategi": 58, "collect": 59, "grade": 59, "blank": 60, "download": [60, 62, 63], "addit": [60, 66], "do": 61, "note": [61, 67], "chrome": 61, "extens": [61, 64], "file": [62, 66, 69], "archiv": 62, "current": 62, "folder": 62, "pdf": 63, "markdown": 63, "syntax": 63, "ipython": 63, "displai": 63, "attach": 63, "vscode": 64, "editor": 64, "configur": 64, "execut": 64, "perform": 65, "web": 66, "line": 66, "gui": 66, "gh": 67, "scope": 67, "cred": 67, "secur": 67, "credenti": 67, "purpos": 67, "goal": 67, "It": 67, "real": 68, "time": 68, "collabor": 68, "rtc": 68, "realtim": 69, "retrolab": 70}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx": 56}})
\ No newline at end of file
+Search.setIndex({"docnames": ["LICENSE", "README", "SUMMARY", "build", "connector/associate/connector-associate", "connector/general/previous-connectors", "connector/general/what-is-a-connector", "connector/instructor/checklist", "connector/instructor/communication-channels", "connector/instructor/connector-instructor", "connector/instructor/logistics", "connector/instructor/student-help", "connector/instructor/syllabus-design", "connector/instructor/tips", "dec/general/what-is-a-data-enabled-course", "faq/admin", "faq/changerequirements", "faq/features", "faq/jupyterhub-intro", "faq/onboarding", "faq/share", "faq/troubleshoot", "general/contact", "general/links", "general/people", "general/terms-and-abbreviations", "intro", "module/general/what-is-a-module", "module/instructor/deploy-help", "module/instructor/develop", "module/instructor/preplanning", "notebook/images5ways", "redirect", "technology/README", "technology/connectortools-module", "technology/datascience-package", "technology/git-and-github", "technology/instructor-activity", "technology/interact-links", "technology/jupyter/install-packages", "technology/jupyter/jupyter-notebooks", "technology/jupyter/jupyterhub", "technology/jupyter/large-datasets", "technology/jupyter/python-errors", "technology/jupyter/technical-details", "technology/jupyter/troubleshoot-nbgitpuller", "technology/pedagogy-and-technology", "technology/pedagogy-and-technology/git-intro", "technology/pedagogy-and-technology/introduction-to-jupyter", "technology/pedagogy-and-technology/introduction-to-jupyter-rkernel", "technology/pedagogy-and-technology/notebook-zero", "technology/pedagogy-and-technology/options-launch-rkernel", "technology/quarto", "technology/r-datahub", "technology/resources", "technology/shiny", "technology/using-ai-llm", "workflow/accessibility", "workflow/bestpractices", "workflow/collecting-grading-assignments", "workflow/creating-notebooks", "workflow/distributing-notebooks", "workflow/download-archive", "workflow/download_notebook_as_pdf", "workflow/launch-vscode", "workflow/performance_issue", "workflow/pushing-to-github", "workflow/securely-push-github", "workflow/use-realtimecollaboration", "workflow/use-realtimefilesharing", "workflow/use-retrolab"], "filenames": ["LICENSE.md", "README.md", "SUMMARY.md", "build.md", "connector/associate/connector-associate.md", "connector/general/previous-connectors.md", "connector/general/what-is-a-connector.md", "connector/instructor/checklist.md", "connector/instructor/communication-channels.md", "connector/instructor/connector-instructor.md", "connector/instructor/logistics.md", "connector/instructor/student-help.md", "connector/instructor/syllabus-design.md", "connector/instructor/tips.md", "dec/general/what-is-a-data-enabled-course.md", "faq/admin.md", "faq/changerequirements.md", "faq/features.md", "faq/jupyterhub-intro.md", "faq/onboarding.md", "faq/share.md", "faq/troubleshoot.md", "general/contact.md", "general/links.md", "general/people.md", "general/terms-and-abbreviations.md", "intro.md", "module/general/what-is-a-module.md", "module/instructor/deploy-help.md", "module/instructor/develop.md", "module/instructor/preplanning.md", "notebook/images5ways.ipynb", "redirect.md", "technology/README.md", "technology/connectortools-module.md", "technology/datascience-package.md", "technology/git-and-github.md", "technology/instructor-activity.md", "technology/interact-links.md", "technology/jupyter/install-packages.md", "technology/jupyter/jupyter-notebooks.md", "technology/jupyter/jupyterhub.md", "technology/jupyter/large-datasets.md", "technology/jupyter/python-errors.md", "technology/jupyter/technical-details.md", "technology/jupyter/troubleshoot-nbgitpuller.md", "technology/pedagogy-and-technology.md", "technology/pedagogy-and-technology/git-intro.md", "technology/pedagogy-and-technology/introduction-to-jupyter.md", "technology/pedagogy-and-technology/introduction-to-jupyter-rkernel.md", "technology/pedagogy-and-technology/notebook-zero.md", "technology/pedagogy-and-technology/options-launch-rkernel.md", "technology/quarto.md", "technology/r-datahub.ipynb", "technology/resources.md", "technology/shiny.md", "technology/using-ai-llm.md", "workflow/accessibility.md", "workflow/bestpractices.md", "workflow/collecting-grading-assignments.md", "workflow/creating-notebooks.md", "workflow/distributing-notebooks.md", "workflow/download-archive.md", "workflow/download_notebook_as_pdf.md", "workflow/launch-vscode.md", "workflow/performance_issue.md", "workflow/pushing-to-github.md", "workflow/securely-push-github.md", "workflow/use-realtimecollaboration.md", "workflow/use-realtimefilesharing.md", "workflow/use-retrolab.md"], "titles": ["License for this book", "Welcome to the UC Berkeley Data Science Curriculum Guide!", "Summary", "Building Instructions for Curriculum Guide", "Connector Associates", "Previous Connector Courses", "What is a Connector Course?", "Pre-Semester Checklist", "Communication Channels", "Connector Instructors", "Logistics, Rooms, Technology", "Getting Student Help", "Designing the Syllabus", "Tips from Previous Instructors", "What is a Data-Enabled Course?", "Accessing Elevated Privileges in a Hub", "Changing existing requirements", "Requesting new features in the Hub", "Datahub Frequently Asked Questions", "Onboarding new users to the Hub", "Sharing information about the Hub", "Troubleshooting issues in the Hub", "Contact", "Links", "Who are we?", "Terms and Abbreviations", "Welcome to the UC Berkeley Data Science Curriculum Guide!", "What is a Data Science Module?", "Requesting Deployment Help", "Development", "Pre-Planning", "<no title>", "We\u2019ve Moved!", "<no title>", "connectortools module", "datascience package", "Git and GitHub", "Instructor activity: Generate nbgitpuller link from scratch", "nbgitpuller Links", "Package Installation in Python and R", "Jupyter Notebooks", "Jupyter Notebooks and JupyterHub", "Storing Datasets", "Troubleshooting Code Cell Errors", "Technical Details", "Troubleshooting nbgitpuller", "Pedagogy and Technology", "Introduction to Git", "Jupyter Notebooks and JupyterHub", "Options to Launch Jupyter R Kernel (or run R notebooks)", "Notebook Zero", "Backup options to Launch R notebooks", "Use Quarto to produce scientific and technical documentation", "Introduction to Datahub for R", "Resources For Students", "Shiny", "Using generative AI in Jupyter", "Creating Accessible Notebook Experience", "Instructional Design Best Practices for Creating Jupyter Notebooks (WIP doc)", "Collecting and Grading Assignments", "Creating Assignments", "Distributing Notebooks", "Download files as an archive", "Download Jupyter Notebook as a PDF", "Steps to launch notebooks using VSCode", "Best Practices to Avoid Performance Issues in Datahub", "Uploading Files to GitHub", "Using gh-scoped-creds to securely push changes to Github repository", "Enabling Real Time Collaboration feature in Datahub", "Use Realtime file sharing using SyncThing", "Launch Jupyter Notebooks using RetroLab interface"], "terms": {"all": [0, 1, 8, 11, 15, 16, 19, 21, 27, 28, 30, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 51, 53, 54, 58, 60, 61, 62, 64, 68, 69], "content": [0, 3, 4, 10, 28, 29, 38, 53, 60, 61, 62, 68, 69], "ie": 0, "ani": [0, 1, 3, 6, 11, 15, 16, 17, 19, 21, 27, 28, 39, 41, 42, 43, 44, 45, 46, 48, 49, 51, 53, 54, 56, 59, 60, 61, 67], "file": [0, 1, 2, 3, 16, 19, 21, 29, 30, 31, 34, 36, 37, 38, 39, 40, 41, 42, 45, 46, 48, 52, 53, 57, 60, 61, 63, 64, 68], "folder": [0, 3, 19, 21, 36, 38, 42, 45, 53, 61, 64, 69], "under": [0, 10, 14, 60, 66, 68], "creativ": 0, "common": [0, 19, 21, 28, 30, 43, 45, 46, 58], "attribut": [0, 21, 36, 63], "sharealik": 0, "4": [0, 5, 6, 21, 49, 54, 63, 68], "0": [0, 21, 53, 58], "intern": [0, 5, 29, 52], "cc": 0, "BY": 0, "sa": 0, "now": [1, 21, 44, 49, 51, 53, 60], "locat": [1, 36, 37, 42, 53, 54, 62, 66], "ds": [1, 8, 14, 20, 45, 61], "modul": [1, 4, 11, 20, 24, 26, 28, 29, 31, 45, 50, 58, 61, 63], "io": [1, 47], "inform": [1, 9, 19, 26, 27, 28, 36, 52, 54, 56, 66, 67], "primarili": [1, 19, 26], "intend": [1, 3, 26, 36], "instructor": [1, 4, 6, 10, 11, 12, 14, 15, 16, 19, 25, 26, 27, 28, 30, 34, 36, 41, 42, 45, 48, 52, 53, 56, 57, 58, 61, 67, 68, 69], "either": [1, 5, 14, 15, 16, 21, 22, 25, 26, 27, 38, 54, 59, 60, 68, 69], "current": [1, 3, 14, 17, 23, 26, 27, 29, 30, 36, 38, 42, 43, 44, 51, 53, 54, 56, 57, 64, 68, 69], "ar": [1, 4, 6, 8, 10, 11, 14, 15, 16, 17, 19, 20, 21, 26, 27, 28, 30, 34, 37, 39, 42, 43, 44, 45, 46, 47, 49, 50, 51, 53, 54, 55, 57, 58, 60, 62, 63, 64, 65, 67, 68, 69], "teach": [1, 9, 10, 11, 15, 16, 19, 20, 26, 30, 34, 37, 42, 53, 56, 57, 58, 65, 69], "cours": [1, 4, 7, 10, 11, 12, 15, 16, 19, 20, 23, 25, 26, 27, 28, 29, 30, 34, 35, 36, 39, 41, 46, 48, 50, 53, 54, 56, 58, 60, 65, 66, 68, 69], "educ": [1, 20, 23, 25, 26, 27, 28, 46, 54], "program": [1, 9, 16, 19, 20, 21, 25, 27, 30, 39, 41, 46, 48, 54, 58], "connector": [1, 7, 8, 10, 12, 25, 26, 34, 36, 38, 41, 48, 66], "enabl": [1, 2, 15, 25, 39, 46, 57, 61, 64, 67], "featur": [1, 15, 19, 36, 57, 61, 66, 70], "howev": [1, 16, 17, 19, 21, 28, 39, 45, 50, 57, 68], "anyon": [1, 19, 20, 41, 48, 53, 68], "els": [1, 41, 45, 48, 50], "want": [1, 6, 12, 15, 16, 19, 20, 21, 30, 36, 38, 39, 41, 42, 44, 45, 46, 48, 51, 53, 58, 60, 61, 62, 64, 66, 68, 69], "learn": [1, 16, 19, 20, 39, 42, 44, 58, 61, 65, 66, 68, 69], "more": [1, 6, 10, 11, 12, 15, 16, 19, 20, 28, 29, 30, 39, 41, 43, 45, 46, 48, 50, 52, 54, 56, 57, 61, 63, 66, 67, 68], "about": [1, 6, 15, 16, 17, 19, 29, 30, 41, 45, 46, 48, 52, 54, 57, 58, 61, 65, 66, 68], "technolog": [1, 2, 9, 58, 61], "encourag": [1, 11, 53, 57], "look": [1, 12, 15, 19, 20, 27, 30, 45, 51, 53, 56, 57, 60, 61, 68, 69, 70], "through": [1, 5, 7, 8, 11, 17, 19, 26, 28, 29, 32, 36, 41, 42, 48, 51, 53, 57, 58, 61, 62, 63, 66, 68, 69], "If": [1, 3, 6, 8, 10, 11, 15, 16, 17, 19, 20, 21, 30, 37, 38, 39, 41, 42, 43, 44, 45, 48, 49, 51, 53, 55, 56, 57, 60, 61, 62, 63, 64, 65, 66, 68, 69], "you": [1, 3, 6, 7, 8, 9, 10, 11, 12, 14, 15, 16, 17, 19, 20, 21, 22, 25, 26, 27, 28, 29, 30, 34, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 51, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69], "ve": [1, 29, 45, 66], "creat": [1, 6, 7, 9, 11, 14, 15, 16, 19, 26, 30, 36, 37, 38, 39, 40, 41, 42, 44, 45, 46, 48, 51, 52, 55, 59, 66, 67, 69], "previous": [1, 21, 61, 68], "pleas": [1, 10, 11, 15, 16, 19, 21, 28, 37, 41, 42, 44, 46, 48, 54, 57, 61, 64, 65, 66, 67, 68, 69], "skip": 1, "next": [1, 30, 43, 68], "step": [1, 15, 16, 17, 19, 21, 36, 37, 45, 46, 49, 51, 53, 57, 60, 66], "re": [1, 3, 21, 29, 43, 44, 45, 53, 56, 65, 66], "run": [1, 3, 16, 18, 30, 39, 41, 45, 46, 48, 51, 52, 53, 54, 56, 57, 58, 61, 64, 65, 67], "regular": [1, 29], "instal": [1, 16, 19, 21, 34, 36, 37, 46, 49, 51, 54, 55, 58, 64, 68], "vm": 1, "have": [1, 6, 8, 11, 12, 15, 16, 17, 19, 21, 27, 28, 29, 30, 35, 36, 37, 39, 41, 43, 44, 45, 46, 48, 49, 51, 53, 54, 55, 58, 59, 60, 61, 62, 65, 66, 68], "NOT": [1, 45, 54], "gener": [1, 10, 15, 16, 19, 21, 34, 43, 52, 53, 55, 57, 58, 68], "execut": [1, 16, 21, 27, 37, 43, 51, 52, 53, 58, 65], "follow": [1, 6, 15, 16, 17, 19, 21, 28, 29, 36, 37, 39, 42, 45, 49, 51, 53, 54, 56, 57, 58, 61, 62, 63, 64, 65, 67, 68], "command": [1, 21, 36, 39, 44, 45, 49, 51, 53, 57, 61, 67], "keygen": 1, "t": [1, 17, 19, 21, 28, 36, 37, 43, 44, 45, 50, 51, 53, 57, 65, 67, 69], "rsa": 1, "b": [1, 45, 57], "8192": 1, "For": [1, 6, 10, 11, 12, 15, 16, 19, 21, 27, 28, 29, 37, 38, 41, 43, 44, 45, 46, 48, 52, 53, 56, 57, 61, 67], "ad": [1, 8, 21, 30, 36, 57, 60, 61, 66, 67], "secur": [1, 10, 53, 68], "can": [1, 3, 6, 8, 11, 14, 15, 16, 17, 19, 20, 21, 22, 27, 28, 29, 30, 34, 36, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 50, 51, 52, 53, 54, 55, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69], "choos": [1, 6, 11, 36, 49, 51, 58, 61, 62, 63], "enter": [1, 21, 37, 58, 60, 64], "passphras": 1, "dure": [1, 11, 12, 15, 19, 21, 26, 27, 28, 30, 39, 58, 68], "creation": [1, 16], "option": [1, 15, 17, 19, 21, 36, 55, 60, 61, 62, 63, 64, 66, 68, 69], "us": [1, 2, 3, 5, 7, 9, 14, 15, 16, 17, 19, 20, 21, 22, 27, 28, 29, 30, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 46, 47, 48, 50, 53, 54, 55, 57, 58, 59, 60, 61, 62, 63, 65, 68], "nativ": 1, "linux": [1, 21, 36], "gitbash": 1, "open": [1, 17, 20, 21, 31, 36, 37, 43, 44, 45, 49, 51, 53, 55, 56, 57, 61, 64, 65, 68], "termin": [1, 3, 21, 45, 53, 66], "prefer": [1, 6, 16, 42, 62], "few": [1, 12, 19, 21, 27, 45, 50, 55, 56, 68, 69], "addit": [1, 2, 6, 9, 19, 30, 36, 39, 46, 53, 57, 61, 65], "requir": [1, 14, 15, 17, 19, 21, 27, 28, 30, 36, 37, 39, 43, 45, 50, 55, 57, 58, 63, 64, 65, 67, 68], "instruct": [1, 15, 19, 20, 30, 43, 53, 56, 57, 65, 67], "here": [1, 11, 15, 19, 20, 21, 24, 27, 34, 38, 39, 40, 45, 47, 52, 53, 54, 55, 56, 57, 58, 60, 61, 64, 66, 67, 68, 69], "allow": [1, 6, 12, 16, 19, 29, 36, 38, 40, 41, 42, 46, 48, 50, 51, 52, 53, 56, 57, 60, 61, 62, 63, 66, 67, 69], "authent": [1, 19, 21, 67], "while": [1, 16, 18, 21, 28, 39, 42, 44, 46, 50, 51, 58, 63, 68, 70], "git": [1, 21, 25, 29, 39, 45, 46, 53, 61, 64], "when": [1, 12, 16, 19, 21, 26, 30, 36, 38, 39, 42, 43, 44, 45, 46, 49, 51, 52, 53, 54, 56, 57, 61, 63, 65, 68, 69], "log": [1, 15, 19, 21, 41, 44, 46, 48, 51], "home": [1, 2, 15, 27, 37, 45, 64, 68], "directori": [1, 3, 31, 37, 45, 53, 64, 68], "we": [1, 8, 11, 12, 15, 16, 17, 19, 20, 21, 38, 39, 41, 42, 44, 46, 48, 53, 54, 56, 57, 59, 60, 61, 65, 66, 68], "recomend": 1, "sub": 1, "name": [1, 16, 21, 24, 39, 43, 45, 53, 58, 61, 64], "someth": [1, 30, 44, 53], "like": [1, 6, 7, 10, 11, 15, 16, 21, 29, 30, 39, 42, 43, 44, 45, 51, 53, 54, 56, 57, 60, 61, 63, 65, 69], "src": [1, 63], "help": [1, 2, 6, 7, 9, 12, 15, 16, 19, 20, 21, 26, 29, 36, 44, 54, 58, 68], "manag": [1, 15, 24, 45, 53, 66, 67], "other": [1, 6, 10, 14, 15, 16, 17, 19, 23, 28, 29, 35, 36, 39, 42, 44, 45, 49, 51, 53, 54, 55, 56, 57, 61, 64, 65, 68], "might": [1, 10, 15, 16, 19, 21, 26, 27, 30, 40, 60], "download": [1, 19, 21, 34, 37, 38, 40, 46, 51, 53, 54, 61, 66], "pwd": 1, "usernam": [1, 15, 21, 45, 53, 68], "mkdir": 1, "cd": [1, 52], "go": [1, 16, 21, 26, 30, 43, 44, 45, 53, 54, 60, 61, 62, 66, 67, 68], "To": [1, 8, 12, 15, 19, 21, 27, 28, 38, 39, 41, 48, 53, 54, 56, 57, 60, 61, 64, 69], "do": [1, 5, 11, 15, 16, 17, 19, 20, 21, 30, 39, 41, 44, 45, 46, 48, 53, 54, 56, 58, 60, 64, 65, 68, 69], "click": [1, 15, 21, 36, 37, 38, 40, 42, 43, 53, 60, 61, 62, 64, 66, 68, 69], "button": [1, 21, 36, 37, 38, 43, 53, 60, 61], "local": [1, 3, 21, 25, 36, 53, 56, 60, 66], "devic": [1, 51, 54, 67, 69], "get": [1, 7, 15, 17, 19, 20, 21, 26, 28, 30, 31, 42, 43, 44, 50, 51, 58, 64, 67, 68], "url": [1, 21, 31, 37, 38, 41, 42, 45, 48, 53, 55, 61, 62, 64, 65], "lick": 1, "green": [1, 53, 60], "code": [1, 11, 27, 28, 30, 36, 37, 39, 40, 41, 44, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 57, 58, 64, 65, 66], "primari": [1, 16], "copi": [1, 21, 37, 38, 45, 53, 61, 64, 68], "valu": [1, 43], "box": [1, 42, 61], "befor": [1, 4, 21, 28, 29, 30, 41, 48, 50, 53, 64], "make": [1, 3, 5, 15, 17, 19, 20, 21, 26, 27, 36, 37, 39, 41, 43, 45, 46, 48, 53, 55, 56, 57, 61, 68], "sure": [1, 8, 15, 39, 41, 43, 45, 48, 53, 61], "subdirectori": 1, "contain": [1, 5, 30, 34, 35, 37, 39, 42, 43, 45, 46, 50, 52, 53, 61, 64, 65, 66], "com": [1, 8, 19, 23, 34, 36, 47, 53, 61, 66], "point": [1, 5, 21, 39, 43, 53, 55], "both": [1, 6, 9, 41, 48, 53, 57], "upstream": [1, 36], "origin": [1, 21, 36], "after": [1, 21, 26, 29, 41, 43, 45, 48, 53, 58, 61, 68, 69], "initi": [1, 20, 21, 29, 53], "main": [1, 11, 19, 39, 61], "ll": [1, 29, 45, 53, 61], "need": [1, 4, 9, 11, 15, 16, 19, 20, 21, 28, 30, 37, 38, 39, 41, 43, 45, 46, 48, 49, 50, 51, 52, 53, 54, 60, 61, 62, 68, 69], "chang": [1, 3, 9, 15, 19, 21, 36, 39, 47, 60, 63, 66], "an": [1, 8, 10, 15, 16, 19, 21, 26, 27, 28, 29, 30, 34, 37, 38, 39, 40, 41, 42, 43, 44, 48, 51, 53, 54, 55, 56, 57, 58, 60, 61, 63, 65, 66, 68, 69, 70], "exampl": [1, 12, 15, 16, 27, 30, 38, 40, 41, 43, 44, 45, 48, 50, 55, 57, 58, 60, 61, 64], "includ": [1, 6, 27, 29, 30, 40, 41, 45, 48, 53, 54, 57, 60, 61, 63, 64, 68, 70], "output": [1, 19, 21, 38, 43, 45, 55, 60, 65], "how": [1, 3, 5, 6, 11, 12, 15, 16, 17, 19, 20, 21, 28, 29, 30, 34, 44, 45, 56, 58, 60, 64, 66, 68, 69], "remot": [1, 58, 69], "v": [1, 21], "fetch": [1, 36, 45], "push": [1, 3, 47], "renam": [1, 21, 43, 45], "add": [1, 3, 15, 19, 21, 28, 36, 37, 38, 53, 56, 61, 66, 67, 69], "dsep": [1, 19, 39], "infra": [1, 19, 39, 65, 67], "raw": [1, 31], "past": [1, 6, 11, 12, 20, 21, 27, 28, 30, 37, 38, 55, 61, 64, 69], "below": [1, 5, 6, 11, 15, 16, 17, 19, 20, 21, 36, 39, 42, 43, 45, 51, 53, 54, 55, 57, 58, 60, 61, 63, 64, 68, 69], "sync": [1, 36, 69], "from": [1, 3, 6, 9, 10, 14, 15, 16, 17, 19, 21, 23, 27, 28, 29, 30, 31, 32, 38, 39, 42, 43, 44, 45, 46, 49, 50, 51, 53, 54, 55, 56, 57, 58, 60, 61, 63, 68, 69, 70], "those": [1, 8, 15, 28, 46, 57, 58], "checkout": [1, 36, 54], "prune": 1, "rebas": 1, "anyth": [1, 41, 44, 45, 48], "alwai": [1, 17, 20, 39, 65], "branch": [1, 36, 38, 39, 45, 47, 53, 61, 64, 66], "should": [1, 6, 8, 10, 15, 16, 19, 21, 27, 38, 39, 45, 51, 53, 57, 61, 68], "also": [1, 12, 14, 15, 19, 27, 28, 29, 35, 36, 39, 44, 46, 50, 52, 53, 54, 55, 57, 60, 61, 65, 66, 68], "date": [1, 19, 21, 27, 39], "one": [1, 6, 10, 11, 15, 21, 28, 38, 41, 44, 45, 48, 50, 53, 56, 60, 61, 62, 65, 68, 69], "prior": [1, 12, 43, 56], "commit": [1, 3, 11, 36, 66], "becaus": [1, 21, 27, 44, 61], "contributor": [1, 24], "mai": [1, 6, 11, 12, 14, 15, 16, 19, 27, 28, 30, 38, 41, 43, 44, 45, 46, 48, 50, 54, 57, 60, 61, 66], "last": [1, 31, 53, 61, 67], "new": [1, 3, 9, 11, 16, 21, 29, 37, 38, 41, 43, 44, 45, 46, 48, 49, 51, 53, 57, 58, 61, 66, 67, 68, 69], "switch": [1, 6, 16], "faq": [1, 18, 19, 21], "workflow": [1, 19, 23, 26, 36, 46, 51, 56, 57, 65, 69], "page": [1, 3, 15, 19, 21, 23, 27, 32, 34, 38, 40, 41, 42, 44, 45, 48, 53, 54, 57, 60, 61, 66], "correspond": [1, 3, 6, 39, 42], "found": [1, 3, 6, 12, 19, 21, 28, 34, 68], "_toc": [1, 3], "yml": [1, 3], "see": [1, 3, 12, 20, 21, 25, 29, 40, 41, 43, 45, 46, 48, 50, 53, 54, 56, 60, 66, 68], "s": [1, 5, 6, 10, 11, 15, 16, 17, 19, 20, 21, 23, 27, 30, 35, 36, 38, 39, 41, 43, 44, 45, 46, 48, 53, 54, 56, 57, 59, 61, 62, 63, 66, 68, 69], "been": [1, 6, 8, 16, 21, 27, 34, 36, 39, 43, 44, 53, 57, 58, 60, 61, 66], "modifi": [1, 16, 68], "check": [1, 15, 16, 17, 19, 20, 21, 37, 39, 43, 49, 51, 54, 57, 61, 64, 65, 67, 69], "out": [1, 9, 11, 15, 16, 17, 20, 21, 22, 27, 43, 47, 50, 53, 59, 61, 65], "diff": 1, "statu": [1, 15, 45, 53], "readi": [1, 53], "first": [1, 6, 12, 15, 21, 26, 28, 29, 36, 37, 41, 46, 48, 50, 54, 57], "stage": [1, 15, 30, 39, 65, 68], "them": [1, 11, 12, 15, 19, 21, 36, 39, 41, 44, 48, 50, 53, 61, 65], "file1": 1, "file2": 1, "etc": [1, 11, 19, 34, 38, 39, 41, 48, 56, 57, 58, 61, 63, 65], "m": [1, 53], "descript": [1, 6, 11, 36, 53, 57, 58], "onc": [1, 15, 21, 36, 40, 45, 53, 57, 60, 65, 66, 69], "big": [1, 5, 19, 21], "top": [1, 15, 19, 21, 43, 44, 52, 53, 61], "sai": [1, 37, 45], "compar": 1, "pull": [1, 21, 36, 38, 53, 61, 66], "request": [1, 2, 7, 9, 10, 15, 16, 19, 21, 36, 39, 44, 66, 68, 69], "edit": [1, 3, 21, 53, 57, 68], "titl": [1, 15, 57], "action": [1, 15, 66, 68, 69], "which": [1, 6, 10, 11, 15, 19, 20, 21, 34, 35, 36, 37, 41, 45, 46, 48, 50, 52, 53, 55, 57, 58, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70], "build": [1, 17, 46, 55], "jupyterbook": 1, "publish": [1, 15, 19, 57, 58, 61], "http": [1, 5, 15, 23, 28, 34, 36, 37, 38, 40, 42, 44, 45, 47, 49, 53, 54, 55, 61, 62, 63, 64, 66], "intro": [1, 47, 58], "html": [1, 19, 23, 42, 58, 63], "face": [1, 21, 45, 53, 56], "websit": [1, 3, 5, 7, 11, 19, 20, 30, 36, 41, 46, 48, 58, 64, 66], "fail": 1, "issu": [1, 15, 16, 17, 19, 26, 28, 39, 41, 42, 43, 45, 46, 48, 53, 57, 59, 64, 68], "just": [1, 6, 15, 38, 43, 57, 61], "bit": [1, 68], "i": [1, 15, 16, 17, 19, 20, 21, 39, 43, 45, 55], "highli": [1, 27], "take": [1, 5, 6, 11, 12, 15, 16, 20, 27, 30, 40, 44, 45, 53, 54, 55, 57, 60], "offici": [1, 6, 56], "onlin": [1, 42, 53, 66], "book": [1, 3, 32, 58], "specif": [1, 3, 11, 14, 15, 16, 19, 21, 26, 28, 29, 36, 39, 53, 58, 61, 66, 67, 68], "review": [1, 19, 29, 43, 65], "chapter": 1, "1": [1, 5, 11, 16, 19, 21, 31, 44, 50, 53, 54, 58], "2": [1, 5, 6, 11, 21, 31, 58], "3": [1, 5, 21, 31, 37, 49, 57, 58, 60, 63], "5": [1, 5, 21, 45, 49, 51, 57, 58], "6": [1, 5, 57, 63], "credit": 1, "shane": [1, 24], "datahub": [1, 15, 16, 17, 19, 21, 23, 24, 25, 37, 38, 39, 40, 41, 42, 44, 48, 51, 52, 54, 55, 56, 57, 60, 62, 66, 67, 69, 70], "usag": 1, "analysi": [1, 5, 20, 30, 58], "what": [2, 5, 9, 15, 16, 19, 20, 21, 30, 39, 58, 60, 68], "previou": [2, 6, 9, 12, 21, 24, 30, 44, 60], "data": [2, 5, 6, 7, 9, 11, 12, 16, 19, 20, 25, 28, 29, 30, 31, 34, 35, 36, 38, 40, 41, 42, 43, 44, 45, 46, 48, 50, 53, 58, 60, 61, 64, 65, 66, 67, 68], "scienc": [2, 5, 11, 14, 19, 20, 25, 28, 30, 35, 46, 50, 54, 57, 58], "pedagogi": [2, 9, 14, 58], "jupyt": [2, 3, 11, 19, 20, 21, 23, 28, 30, 32, 36, 42, 45, 50, 52, 61, 62, 64, 67, 68], "logist": [2, 9, 19, 27, 46], "room": [2, 7, 28, 46, 68], "design": [2, 9, 27, 46, 53, 57], "your": [2, 3, 6, 7, 8, 9, 10, 11, 15, 16, 19, 20, 28, 29, 30, 36, 37, 38, 39, 41, 42, 43, 44, 45, 46, 47, 48, 51, 53, 55, 56, 58, 60, 61, 62, 64, 65, 66, 67, 68, 69], "syllabu": [2, 5, 7, 9, 29], "student": [2, 6, 7, 9, 10, 14, 15, 16, 19, 20, 27, 30, 34, 40, 41, 42, 43, 44, 45, 46, 48, 50, 51, 58, 60, 61, 65, 67, 68, 69], "join": [2, 9, 19, 21, 59, 65], "commun": [2, 9, 17, 20, 21, 46, 57], "channel": [2, 9, 19, 21, 59], "pre": [2, 6, 9, 26, 29, 34, 61, 64], "semest": [2, 9, 11, 12, 14, 19, 20, 28, 29, 30, 36, 39, 53, 56, 66], "checklist": [2, 9, 57], "plan": [2, 19, 21, 29, 42], "develop": [2, 4, 5, 7, 14, 20, 21, 27, 28, 30, 36, 41, 46, 48, 53, 57, 58, 60, 66, 67, 68], "deploy": [2, 19, 39, 56], "assign": [2, 6, 9, 11, 15, 16, 19, 26, 27, 29, 36, 38, 40, 41, 45, 48, 50, 56, 58, 61, 62, 65, 66, 68, 69], "upload": [2, 16, 29, 36, 37, 38, 46, 51, 55, 61, 69], "github": [2, 3, 4, 7, 15, 16, 17, 19, 21, 25, 27, 29, 30, 34, 37, 38, 39, 47, 51, 55, 57, 58, 59, 61, 64, 68], "distribut": [2, 4, 9, 19, 20, 26, 32, 36, 38, 40, 51, 60, 66, 68, 70], "collect": [2, 30], "grade": [2, 9, 10, 11, 26, 53], "work": [2, 6, 9, 11, 17, 19, 20, 21, 27, 29, 36, 41, 43, 44, 45, 46, 48, 50, 53, 54, 56, 57, 58, 65, 66, 68], "larg": [2, 9, 16, 21, 28, 42, 56, 65], "dataset": [2, 9, 16, 21, 44, 53, 58, 61, 65], "python": [2, 5, 9, 11, 12, 16, 19, 21, 28, 31, 35, 37, 41, 43, 44, 46, 48, 50, 57, 58, 60, 61, 65], "packag": [2, 9, 16, 19, 21, 23, 31, 34, 42, 49, 51, 53, 55, 57, 62, 63, 64, 65, 68], "fix": [2, 9, 21, 41, 46, 48, 68], "jupyterhub": [2, 4, 15, 17, 18, 19, 20, 21, 24, 25, 26, 34, 37, 38, 39, 42, 44, 45, 51, 53, 55, 60, 61, 64, 66], "error": [2, 9, 41, 48, 50, 65, 68], "resourc": [2, 16, 19, 28, 30, 41, 44, 48, 56, 57], "peopl": [2, 12, 15, 24, 26, 44, 53, 57], "term": [2, 9, 19, 21, 26, 41, 48, 50, 53, 57, 67], "abbrevi": [2, 9], "contact": [2, 10, 16, 19, 26, 28, 30, 38, 44, 67], "thi": [3, 6, 7, 9, 11, 12, 15, 16, 17, 18, 19, 20, 21, 23, 25, 30, 32, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 48, 49, 50, 51, 53, 54, 55, 56, 57, 58, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69], "demonstr": [3, 28], "The": [3, 5, 6, 9, 11, 15, 16, 19, 20, 25, 26, 28, 30, 34, 35, 38, 39, 40, 41, 43, 48, 49, 50, 51, 53, 54, 56, 57, 58, 60, 63, 65, 66], "built": [3, 70], "detail": [3, 6, 16, 19, 21, 28, 29, 35, 36, 37, 43, 54, 56, 57, 58, 61, 64, 66, 67, 68], "cover": [3, 12, 19, 28], "basic": [3, 11, 14, 21, 26, 38, 39, 47, 50, 58, 60, 61, 66], "repositori": [3, 20, 25, 29, 37, 38, 39, 45, 51, 55, 56, 58, 61, 64, 66], "begin": [3, 4, 28, 29, 30], "clone": [3, 36, 37, 45, 55, 61], "site": [3, 12, 19, 23, 31, 36, 41, 48, 53, 66], "ca": [4, 7, 11, 25, 36], "focus": [4, 16, 58], "support": [4, 16, 17, 19, 21, 28, 30, 38, 39, 45, 46, 53, 54, 56, 57, 70], "unlik": 4, "who": [4, 8, 11, 12, 15, 16, 35, 37, 42, 46, 51, 54, 57, 68, 69], "produc": [4, 10, 57], "class": [4, 6, 7, 11, 12, 14, 16, 19, 27, 28, 30, 44, 46, 58, 63], "core": [4, 16, 31, 46, 65], "task": [4, 11, 53, 56], "assist": [4, 7, 15, 25, 30, 54], "dai": [4, 19, 41, 43, 48, 54], "oper": [4, 16, 19, 21, 42, 43, 50, 56, 58, 66], "utliz": 4, "nbgitpul": [4, 19, 36, 42, 53, 55, 68], "link": [4, 5, 17, 19, 20, 21, 29, 36, 39, 40, 42, 46, 49, 51, 53, 54, 55, 60, 66, 67, 68], "materi": [4, 6, 11, 14, 16, 19, 26, 27, 40, 44, 45, 53, 61, 69], "pdf": [5, 19, 21, 37, 57, 58], "compsci": 5, "88": [5, 38, 58], "comput": [5, 10, 14, 16, 17, 19, 20, 21, 27, 30, 40, 41, 44, 46, 48, 53, 54, 56, 58, 60, 65, 66], "structur": [5, 36, 42, 53, 57], "88e": 5, "econom": [5, 27, 58], "model": [5, 12, 56, 65], "ep": [5, 58], "earth": [5, 58], "physic": 5, "applic": [5, 36, 42, 51, 53, 55, 64, 65, 66, 69], "polsci": 5, "scientif": 5, "studi": [5, 19, 20, 27, 30], "polit": 5, "stat": [5, 42, 52, 55, 68], "probabl": [5, 21, 41, 44, 48, 60, 61], "mathemat": [5, 58], "statist": [5, 14, 20, 27, 28, 54], "ugba": 5, "decis": [5, 68], "civeng": 5, "c88": 5, "smart": 5, "citi": 5, "cyplan": 5, "sem": 5, "write": [5, 16, 27, 42, 46, 58, 66, 67], "stori": 5, "broken": [5, 6, 11], "down": [5, 6, 11, 51, 54, 65], "ag": 5, "sex": 5, "demographi": 5, "sociol": 5, "social": [5, 54], "impact": [5, 57, 68], "demog": 5, "immigr": 5, "tell": [5, 44], "l": [5, 10], "aesthet": 5, "sport": 5, "analyt": 5, "cogsci": 5, "mind": [5, 15, 16, 42, 57, 68, 69], "geog": 5, "geographi": 5, "legalst": 5, "crime": 5, "punish": 5, "children": 5, "world": [5, 58, 66], "mcellbi": 5, "immunotherapi": 5, "cancer": 5, "psych": 5, "cognit": 5, "neurosci": 5, "89a": 5, "linear": 5, "algebra": 5, "96": 5, "network": [5, 21, 44], "web": [5, 36, 53, 54, 55, 57, 61], "visual": [5, 27, 40, 41, 48, 54, 57, 60], "behind": [5, 61], "curtain": 5, "rediscov": 5, "text": [5, 37, 40, 41, 43, 48, 53, 56, 58, 60, 61], "88b": 5, "time": [5, 7, 10, 11, 12, 16, 17, 19, 21, 26, 27, 28, 30, 39, 40, 41, 42, 44, 46, 47, 48, 53, 54, 57, 60, 65], "seri": [5, 58, 61], "sea": 5, "level": [5, 14, 19, 27, 28, 53, 66, 68], "rise": 5, "coastal": 5, "flood": 5, "espm": 5, "A": [5, 11, 14, 21, 25, 26, 27, 36, 42, 46, 57, 66, 67, 68], "explor": [5, 14, 20, 27, 51, 53, 55, 56, 57, 58, 61], "geospati": [5, 23], "hist": 5, "doe": [5, 15, 21, 28, 45, 56, 61], "histori": 5, "count": [5, 16], "japanes": 5, "american": 5, "digit": 5, "sourc": [5, 17, 20, 38, 57, 61, 64], "info": 5, "ethic": 5, "data8": [5, 23, 42], "org": [5, 23, 42, 52, 58], "legal": [5, 27], "measur": [5, 16, 39], "justic": 5, "system": [5, 16, 19, 28, 39, 41, 48], "mcb": [5, 38, 50, 58], "success": [5, 54], "failur": [5, 21], "introduct": [5, 50, 60], "matric": 5, "graph": [5, 57], "cs88": 5, "190": 5, "sec": 5, "driven": [5, 14, 27, 57], "polici": [5, 11, 19, 54, 58], "har": 5, "power": [5, 16, 35, 41, 46, 48], "civic": 5, "tech": [5, 24], "290": 5, "revolut": 5, "88a": 5, "info88a_syllabus_fall2016": 5, "child": 5, "around": [5, 20, 26, 43, 57, 68], "analyz": [5, 30, 41, 48], "household": 5, "set": [5, 9, 15, 18, 19, 20, 21, 26, 29, 30, 35, 36, 41, 44, 46, 48, 57, 60, 66, 67, 68, 69], "genom": 5, "info88": 5, "cogsci88": 5, "cee": 5, "ecolog": 5, "environ": [5, 21, 39, 41, 46, 48, 50, 51, 52, 53, 56, 60, 65], "health": [5, 19], "human": 5, "behavior": [5, 45], "literatur": 5, "39f": 5, "39g": 5, "39h": 5, "39c": 5, "read": [5, 7, 15, 16, 17, 21, 26, 31, 41, 42, 45, 48, 52, 54, 57, 58, 61, 67], "39e": 5, "39d": 5, "race": 5, "polic": 5, "appli": [6, 14, 41, 48, 50, 61], "theoret": 6, "concept": [6, 27, 46, 50], "8": [6, 7, 9, 12, 14, 19, 25, 34, 35, 36, 38, 40, 41, 44, 45, 46, 48, 50, 58, 60, 61, 66, 67], "particular": [6, 14, 15, 16, 19, 28, 30, 38, 53, 61], "area": [6, 58], "interest": [6, 8, 11, 15, 16, 17, 19, 20, 29, 30, 55, 56, 65, 68, 69], "some": [6, 11, 14, 18, 19, 20, 21, 34, 39, 40, 43, 46, 50, 56, 57, 58, 60, 61, 65, 66, 70], "character": 6, "averag": 6, "give": [6, 12, 20, 27, 28, 57], "idea": [6, 11, 44], "fulli": [6, 11], "match": [6, 11], "requisit": 6, "co": [6, 24], "alreadi": [6, 49, 51, 60], "complet": [6, 19, 51, 58, 64], "concurr": 6, "although": 6, "expect": [6, 19, 42, 43, 58], "state": [6, 39], "note": [6, 8, 21, 30, 39, 43, 46, 53, 54, 56, 57], "formal": 6, "abl": [6, 8, 15, 19, 21, 41, 42, 45, 46, 48, 51, 53, 64, 68, 69], "enrol": [6, 11, 19, 68], "without": [6, 28, 41, 45, 48, 62, 65, 66, 67], "met": 6, "challeng": [6, 21, 56, 57, 58], "individu": [6, 21, 53, 54, 57, 60, 62], "rang": [6, 54], "prepar": 6, "repres": [6, 29], "whole": 6, "announc": [6, 8, 17, 57], "suggest": [6, 17], "find": [6, 10, 14, 15, 16, 19, 21, 30, 44, 53, 54, 58, 64, 69], "differ": [6, 16, 19, 20, 21, 26, 27, 28, 34, 38, 39, 42, 43, 44, 45, 50, 57, 60, 61, 66, 69], "wait": [6, 21], "until": [6, 12, 21], "thei": [6, 11, 15, 16, 19, 21, 27, 28, 41, 42, 44, 45, 46, 48, 50, 51, 53, 54, 58, 61, 65, 68, 69], "Of": 6, "discret": [6, 43], "consid": [6, 12, 16, 27, 30, 56, 58, 68], "case": [6, 14, 16, 17, 19, 20, 21, 43, 56, 61, 68], "basi": [6, 19, 28, 54, 56], "think": [6, 17, 19, 20, 27, 30], "waiv": 6, "miss": [6, 12], "overal": [6, 57], "effect": [6, 56], "two": [6, 8, 11, 19, 21, 29, 39, 43, 53], "There": [6, 11, 16, 19, 21, 35, 39, 44, 47, 50, 52, 57, 60, 62, 68], "three": [6, 11, 16, 19, 30, 45, 57], "yet": [6, 43], "possibl": [6, 12, 43, 45, 60, 68], "higher": [6, 14], "One": [6, 21, 35, 44, 46, 53, 57, 66], "hour": [6, 7, 11, 30, 67], "meet": [6, 11, 12, 19, 27, 28, 29, 57], "per": [6, 11, 16, 57], "week": [6, 8, 10, 11, 12, 16, 27, 56, 58], "lab": [6, 11, 14, 16, 21, 27, 30, 40, 45, 49, 50, 51, 52, 62, 63, 68], "lectur": [6, 27, 28, 58], "portion": [6, 38, 61], "decid": [6, 60], "split": 6, "up": [6, 9, 14, 18, 19, 20, 21, 26, 27, 30, 36, 38, 41, 43, 44, 46, 48, 61, 69, 70], "between": [6, 12, 29], "spend": [6, 12, 58], "second": [6, 12, 68], "fluid": 6, "back": [6, 15, 19, 21, 26, 44], "forth": [6, 21], "question": [6, 11, 26, 28, 29, 30, 54, 58], "throughout": [6, 11, 14, 46, 53], "weekli": [6, 11], "project": [6, 17, 36, 41, 48, 53, 58, 62, 66, 69, 70], "homework": [6, 14, 27, 30, 51, 53, 68], "exam": [6, 19, 27], "depend": [6, 16, 28, 39, 42, 43, 50, 53], "offic": [6, 7, 11], "six": [6, 26], "wai": [6, 10, 17, 19, 21, 43, 57, 60, 65], "outsid": [6, 11, 19], "schedul": [7, 10, 19, 27, 28, 56], "grader": [7, 20, 21, 53, 59, 65], "access": [7, 10, 16, 19, 21, 39, 42, 45, 46, 49, 51, 53, 54, 55, 56, 60, 62, 64, 65, 66, 68, 69], "bcours": [7, 15, 16, 19, 61], "would": [7, 10, 11, 16, 19, 21, 30, 51, 53, 61, 64, 68], "guid": [7, 9, 16, 19, 25, 53, 56, 66], "updat": [7, 17, 19, 21, 52, 53, 65, 67], "public": [7, 17, 19, 29, 36, 38, 52, 53, 58, 61, 66, 67], "privat": [7, 53, 61, 66], "repo": [7, 21, 25, 36, 38, 39, 40, 45, 53, 61, 66], "organ": [7, 36, 45, 61, 66, 67], "hold": [8, 10, 11, 36, 53, 66], "everi": [8, 9, 16, 19, 21, 27, 28, 39, 50], "These": [8, 11, 21, 46, 61], "post": [8, 10, 19, 21, 41, 48, 51, 57], "attend": [8, 11, 28, 29, 37], "focu": [8, 46, 57], "topic": [8, 26, 28, 50, 54, 66], "googl": [8, 19, 42, 55], "group": [8, 15, 16, 58, 65], "whether": [8, 19, 21, 49, 51, 69], "view": [8, 15, 21, 29, 36, 55], "membership": 8, "email": [8, 15, 16, 17, 19, 21, 29, 41, 48, 53], "send": [8, 16, 17, 53], "berkelei": [8, 10, 15, 16, 19, 20, 21, 23, 25, 28, 35, 37, 38, 39, 40, 41, 44, 45, 46, 48, 53, 54, 55, 60, 61, 62, 63, 64, 66], "edu": [8, 15, 16, 19, 21, 23, 25, 28, 37, 38, 39, 40, 41, 44, 45, 48, 53, 54, 55, 60, 61, 62, 63, 64, 66], "welcom": [9, 10, 37], "cdss": [9, 10, 11, 14, 20, 25, 27, 28, 30, 41, 46, 48, 60], "goal": [9, 27, 46], "provid": [9, 11, 15, 16, 19, 28, 30, 35, 36, 38, 39, 41, 42, 46, 48, 54, 56, 57, 63, 66, 69, 70], "return": [9, 21, 45], "constantli": [9, 57, 65], "sort": 9, "keep": [9, 12, 15, 16, 21, 42, 47, 53, 57, 68, 69], "speed": 9, "With": [9, 26, 53], "tip": [9, 21, 30, 45, 57], "held": [10, 28, 29], "mondai": 10, "tuesdai": 10, "discuss": [10, 11, 27, 28, 44], "curriculum": [10, 14, 19, 27], "coordin": 10, "eric": [10, 11, 16, 19, 20, 24, 28], "van": [10, 11, 16, 19, 20, 24, 28], "dusen": [10, 11, 16, 19, 20, 24, 28], "each": [10, 11, 21, 27, 29, 36, 38, 42, 43, 44, 46, 53, 58, 60, 61, 62], "wherev": 10, "conveni": [10, 16], "gatewai": 10, "tool": [10, 17, 19, 28, 34, 35, 38, 40, 41, 48, 53, 56, 57, 60, 61], "ferpa": 10, "consist": [10, 11, 57, 60], "It": [10, 12, 15, 16, 19, 21, 36, 44, 53, 57, 63, 64, 66, 68], "similar": [10, 35, 46, 70], "blackboard": 10, "maintain": [10, 11, 36, 41, 46, 48, 53, 57, 70], "profit": 10, "compani": 10, "faculti": [10, 14, 19, 53, 55], "come": [10, 28, 45, 46, 54, 63], "school": [10, 57], "familiar": [10, 27, 38, 46, 61], "depart": [10, 19], "list": [10, 14, 15, 17, 23, 25, 28, 38, 39, 42, 43, 47, 50, 54, 58, 61, 64, 69], "receiv": [10, 19, 20, 61, 68, 69], "role": [11, 15, 24, 28, 57], "none": [11, 21, 31], "brief": 11, "dec": [11, 14, 25], "experi": [11, 12, 14, 17, 19, 20, 27, 28, 45, 46, 51, 65], "notebook": [11, 15, 17, 19, 20, 21, 23, 28, 29, 30, 34, 36, 39, 42, 43, 44, 45, 56, 62, 65, 66, 67, 68], "libari": 11, "brainstorm": 11, "translat": [11, 57, 58], "In": [11, 12, 14, 15, 19, 21, 27, 28, 36, 37, 38, 41, 43, 44, 46, 48, 53, 54, 56, 57, 58, 60, 61, 65, 67, 68, 69], "over": [11, 19, 20, 22, 27, 30, 45, 47, 66], "summer": [11, 57], "earli": [11, 30, 63, 68], "vari": [11, 15, 19, 21, 39, 58], "base": [11, 15, 16, 19, 36, 41, 45, 48, 50, 53, 54, 58, 61, 65], "avail": [11, 19, 21, 27, 30, 35, 36, 39, 44, 53, 54, 61, 63, 69], "undergradu": [11, 28, 54], "varieti": [11, 60], "answer": [11, 26, 28, 30, 34, 36, 58, 61], "proofread": 11, "But": 11, "cannot": [11, 41, 48, 51, 54, 61], "unit": 11, "decal": 11, "train": 11, "90": 11, "39": 11, "spent": [11, 16], "remain": [11, 38, 61, 63], "51": 11, "relat": [11, 16, 19, 21, 28, 30, 43, 53, 65], "9": 11, "15": [11, 19], "x": 11, "30": 11, "prep": 11, "our": [11, 16, 17, 19, 20, 21, 39, 42, 46], "default": [11, 15, 16, 19, 39, 57, 61, 66], "staff": [11, 15, 19, 28, 29, 30, 46], "recruit": 11, "seat": 11, "free": [11, 19, 30, 51], "declin": 11, "altern": [11, 57, 60, 70], "arrang": 11, "fit": [11, 16, 27, 44], "better": [11, 38, 57, 58, 61], "respons": [11, 19, 21], "associ": [11, 58], "paid": 11, "recommend": [12, 14, 15, 16, 19, 21, 39, 42, 53, 54, 56, 57, 59, 60, 61, 65], "own": [12, 28, 30, 36, 41, 46, 48, 61, 68], "same": [12, 15, 17, 21, 36, 38, 40, 41, 45, 48, 60, 61, 65, 66, 69], "histogram": [12, 30], "four": [12, 29, 30, 53], "five": [12, 63], "avoid": [12, 19, 41, 44, 45, 48], "too": [12, 21, 43, 57, 65], "much": [12, 30, 57], "fundament": 12, "taught": [12, 27], "cohes": 12, "mani": [12, 19, 20, 21, 25, 28, 34, 36, 39, 40, 43, 46, 47, 50, 57, 58, 65, 66, 68], "best": [12, 19, 45, 57], "accommod": 12, "sinc": [12, 53, 68], "light": [12, 20, 57], "most": [12, 16, 19, 21, 29, 30, 31, 41, 43, 45, 46, 48, 50, 60, 61, 66, 68], "lot": [12, 16, 21, 46, 65], "long": [14, 21, 44, 67], "method": [14, 21, 27, 39, 42, 45, 63], "domain": [14, 21, 27, 28], "expand": 14, "skill": [14, 27, 30], "chosen": [14, 21, 46, 55, 56, 58], "field": [14, 37, 53, 61, 64], "adapt": [14, 16, 30], "exist": [14, 19, 21, 27, 30, 39, 45], "ground": [14, 70], "team": [14, 15, 16, 19, 20, 21, 24, 27, 28, 29, 53, 56, 57, 59, 65, 69], "partner": 14, "necessari": [14, 15, 27, 30, 53, 56, 65], "exercis": [14, 38, 58, 66], "typic": [14, 21, 50, 53], "foundat": [14, 25], "math": [14, 28], "well": [14, 53, 60, 61], "offer": [14, 17, 19, 28, 57, 63, 65], "header": [14, 37, 43, 57], "curiou": 15, "ye": [15, 16, 17, 19, 21, 35, 69], "mean": [15, 27, 41, 46, 48, 54, 61], "troubleshoot": [15, 19, 26, 28, 54, 56], "interfac": [15, 21, 36, 52, 61, 62, 63, 68], "admin": [15, 16, 19, 21, 41, 42, 45, 48, 53, 65, 67], "user": [15, 16, 17, 20, 21, 36, 38, 39, 40, 42, 43, 44, 45, 51, 56, 57, 61, 62, 65, 66, 67, 68, 69], "start": [15, 19, 21, 26, 28, 29, 30, 41, 43, 44, 45, 46, 48, 49, 51, 53, 57, 60, 68], "stop": [15, 21, 68], "server": [15, 19, 20, 39, 51, 53, 55, 58, 60, 68], "dedic": [15, 16], "debug": [15, 21], "wide": [15, 39, 41, 48, 54], "gsi": 15, "act": [15, 28, 45, 46, 66], "anoth": [15, 16, 21, 37, 41, 43, 44, 46, 48, 60, 68], "result": [15, 16, 21, 57, 65], "conflict": [15, 21, 41, 45, 48], "report": [15, 19, 44, 65], "scenario": [15, 19, 21, 37, 56, 57, 69], "infrastructur": [15, 19, 24, 41, 46, 48, 52, 53, 56, 57, 60, 65], "so": [15, 16, 17, 19, 20, 21, 41, 42, 43, 45, 48, 50, 56, 60, 61, 63], "correct": [15, 41, 43, 45, 48, 53, 67], "imag": [15, 16, 21, 31, 53, 60, 63], "know": [15, 16, 19, 20, 21, 26, 44, 45, 50], "dashboard": [15, 21, 45, 55, 58], "alon": [15, 57], "purpos": [15, 65], "satisfi": 15, "abov": [15, 16, 21, 38, 39, 43, 50, 53, 54, 57, 58, 61, 62, 66], "criteria": 15, "templat": [15, 16, 17, 19, 21, 39, 53, 67], "process": [15, 16, 19, 27, 29, 30, 38, 39, 41, 44, 48, 51, 57, 58, 61, 69], "ha": [15, 16, 19, 20, 21, 28, 32, 34, 36, 37, 41, 43, 44, 48, 53, 54, 57, 58, 60, 61, 63, 68, 70], "undergon": [15, 57], "major": [15, 30, 45, 46], "longer": [15, 21, 61, 70], "id": [15, 19, 21, 54, 67, 69], "than": [15, 16, 19, 21, 28, 38, 43, 57, 58, 61], "subset": [15, 16, 65, 68], "order": [15, 26, 29, 41, 43, 46, 48, 54], "must": [15, 38, 39, 53, 54, 60, 61], "By": [15, 29, 43], "teacher": 15, "ta": [15, 28, 46], "visit": [15, 21, 36, 61, 67], "section": [15, 18, 19, 26, 29, 30, 54, 60, 61, 62, 66], "specifi": [15, 19, 38, 39, 61], "address": [15, 28, 57], "groupset": 15, "insid": [15, 37], "share": [15, 19, 21, 37, 44, 46, 51, 53, 57, 58, 68], "configur": [15, 19], "document": [15, 19, 21, 37, 41, 42, 46, 48, 53, 56, 57, 59, 68], "being": [15, 21, 41, 44, 48, 54], "grant": [15, 16, 67], "logout": 15, "again": [15, 21, 43, 45, 64, 65], "config": 15, "persist": [15, 21], "thing": [15, 19, 29, 34, 41, 44, 48, 50], "ui": [15, 19, 56, 57, 63], "navig": [15, 30, 45, 53, 57, 62], "sometim": [15, 43], "part": [15, 16, 17, 19, 21, 27, 36, 39, 45, 52, 53, 56, 57, 58, 60, 61, 63, 64, 65, 68, 69], "circumst": 15, "reach": [15, 16, 17, 20, 21, 22, 59, 65, 70], "bcourseshelp": 15, "actual": 15, "portal": 15, "login": [15, 36, 37, 41, 48, 69], "instanc": [15, 16, 19, 21, 37, 39, 44, 55, 67], "bar": [15, 45, 68], "where": [15, 17, 19, 21, 27, 36, 43, 45, 51, 53, 57, 58, 68, 69], "r": [15, 16, 19, 21, 45, 52, 54, 55, 58, 61, 65], "replac": [15, 53, 57], "calnet": [15, 19, 21, 51, 53], "rstudio": [15, 19, 21, 51, 53, 57, 61], "restart": [15, 39, 43, 44, 57], "control": [15, 21, 36, 53, 57, 66, 67, 68], "panel": [15, 21, 53, 68], "whose": [15, 58], "search": [15, 21, 51, 54, 64], "hub": [16, 38, 39, 42, 45, 53, 55, 57, 62, 64, 65, 67, 68, 69], "version": [16, 17, 19, 21, 34, 36, 39, 41, 45, 48, 61, 65, 66, 68], "self": [16, 31, 39], "temporari": [16, 19, 67], "identifi": [16, 21, 39, 57, 58, 63, 65, 69], "perman": [16, 39], "solut": [16, 19, 21, 39, 43, 53, 69], "syntax": [16, 39, 57, 58, 63], "pip": [16, 19, 21, 39, 57, 64], "eg": [16, 39, 45, 58, 62], "numpi": [16, 39], "ggplot2": [16, 39], "highlight": [16, 18, 19, 21, 38, 39, 58, 61], "along": [16, 29, 39], "rais": [16, 17, 19, 21, 39, 42, 64], "increas": [16, 19, 21, 42, 56, 65], "ram": [16, 19, 41, 42, 48], "cpu": [16, 19, 56, 65], "1gb": [16, 42], "usecas": [16, 56, 68], "compel": 16, "reason": [16, 21, 30, 41, 48, 51, 56, 65], "rational": 16, "upgrad": [16, 17, 21, 65], "cost": [16, 56, 65], "implic": 16, "servic": [16, 19, 21, 24, 28, 51, 54], "factor": 16, "number": [16, 20, 21, 41, 43, 48, 57, 63], "amount": [16, 19, 28, 42, 44], "place": [16, 30, 36, 53, 58], "latter": 16, "temporarili": [16, 39, 42, 45], "durat": 16, "auto": 16, "approv": [16, 38, 61], "threshold": 16, "600": 16, "gb": [16, 19], "month": [16, 17], "400": 16, "200": 16, "ones": [16, 38], "tabl": [16, 21, 23, 30, 35, 42, 43, 46, 57, 65], "further": [16, 21, 55, 56, 57], "consider": [16, 57, 68], "end": [16, 19, 29, 45], "complex": [16, 19, 43, 44, 58, 63, 65, 68], "affect": [16, 41, 48, 57, 60, 68], "perform": [16, 42, 43, 56, 58, 66], "As": [16, 19, 21, 28, 36, 50, 57, 61, 63, 65, 68], "conduct": 16, "workshop": [16, 19, 28, 37], "could": [16, 21, 26, 37, 56, 57, 68], "repurpos": [16, 19, 58], "certainli": 16, "d": [16, 44], "its": [16, 36, 63, 70], "regularli": [16, 19, 21, 39, 46, 67], "ericvd": [16, 20], "balaji": [16, 19, 20, 21, 24], "alwar": [16, 19, 20, 21, 24], "balajialwar": [16, 21], "exact": [16, 19], "memori": [16, 19, 21, 65], "total": [16, 44], "particip": 16, "size": [16, 21, 28, 42, 57], "languag": [16, 19, 39, 56, 58, 65], "research": [16, 19, 30, 54, 56], "motiv": [16, 28], "practic": [16, 21, 28, 57], "IT": 16, "benefit": [16, 28, 41, 48], "high": [16, 19], "cluster": [16, 25, 44], "savio": 16, "On": [16, 21, 45, 53], "demand": 16, "virtual": [16, 21], "machin": [16, 41, 44, 48], "am": [16, 19, 21], "my": [16, 19, 21, 37, 45, 60], "ensur": [16, 19, 21, 43, 53, 56, 57, 67], "rule": [16, 21, 44, 57, 65], "thumb": [16, 21, 44, 57, 65], "separ": [16, 19], "limit": [16, 19, 21, 41, 42, 44, 48, 56, 57], "100": [16, 19, 20, 42, 57, 68], "mb": [16, 57], "overcom": [16, 57], "constraint": 16, "aris": [16, 26, 43], "due": [16, 21, 45, 51, 57, 63, 65], "disk": [16, 41, 44, 48], "singl": [16, 20, 27, 41, 48, 62, 65], "thread": 16, "max": [16, 65], "alloc": [16, 21], "resiz": 16, "feasibl": [16, 19, 56], "profil": [16, 63], "understand": [16, 38, 54, 57, 58, 61, 68], "consumpt": [16, 19], "within": [16, 19, 29, 53, 56, 62, 63], "conusmpt": 16, "directli": [16, 19, 21, 42, 45, 56, 60, 63, 64, 65, 66], "serv": [16, 19, 28, 54], "principl": [16, 20], "undergrad": 16, "technic": [16, 19, 24, 28, 46], "architectur": 16, "strong": 16, "institut": [16, 25], "strateg": 16, "custom": [16, 39, 53, 57, 63, 64], "improv": [17, 19, 21, 57], "campu": [17, 19, 26], "outlin": [17, 21, 42], "enhanc": [17, 19], "notif": [17, 61, 69], "releas": [17, 45, 53, 56, 57, 69], "try": [17, 21, 37, 43, 44, 65], "cadenc": 17, "upcom": 17, "watch": 17, "track": [17, 19, 36, 47, 53, 66], "prioriti": [17, 57], "sprint": 17, "board": 17, "collabor": [17, 29, 37, 42, 53, 57, 69], "don": [17, 21, 36, 37, 43, 44, 51, 53, 65, 67], "junctur": 17, "toward": [17, 27], "integr": [17, 27, 45, 52, 53, 56, 57, 67, 68], "retrolab": 17, "function": [17, 35, 42, 43, 46, 50, 53, 58, 63, 68, 69], "contribut": 17, "thank": 17, "amaz": 17, "sens": [17, 57], "commonli": [18, 65], "refer": [19, 21, 26, 37, 41, 42, 43, 48, 50, 56, 63, 68, 69], "myself": 19, "dear": 19, "easi": [19, 36, 55, 57, 61, 67], "handl": 19, "slack": [19, 21, 22, 59], "urgent": 19, "uctech": 19, "account": [19, 21, 36, 37, 38, 39, 41, 42, 44, 46, 48, 51, 53, 61, 67, 69], "ucb": [19, 53, 56], "touch": 19, "respect": [19, 61], "import": [19, 29, 31, 34, 39, 43, 50, 57, 63, 67], "larger": [19, 30, 46], "usual": [19, 30, 43, 44, 45, 50], "mention": [19, 21, 51, 62], "timefram": 19, "relev": [19, 20, 21, 23, 26, 29, 30, 37, 53], "newslett": 19, "latest": [19, 21, 39, 52, 57, 65, 68], "stack": 19, "subscrib": 19, "plugin": [19, 55, 61, 68, 70], "chrome": [19, 45, 55], "store": [19, 29, 38, 41, 45, 48, 53, 61, 64], "final": [19, 29, 69], "feedback": 19, "smooth": [19, 56], "variou": [19, 38, 40, 41, 48, 56, 57, 60, 61, 63], "uc": [19, 20, 28, 53, 61], "zero": [19, 45], "kubernet": 19, "julia": [19, 39, 45, 65], "uniqu": [19, 64], "across": [19, 36, 39, 65, 66, 69], "extens": [19, 35, 37, 42, 57, 59, 63, 65, 68, 70], "cater": 19, "divers": 19, "audienc": [19, 57], "multipl": [19, 21, 36, 44, 53, 65, 66], "deploi": [19, 28, 39, 56, 68], "right": [19, 21, 30, 43, 44, 45, 60, 61, 62, 66], "corner": [19, 44, 61], "had": [19, 21, 61], "consum": [19, 65], "greater": [19, 58], "capac": 19, "classic": [19, 37, 57, 61, 68, 70], "jupyterlab": [19, 51, 56, 70], "bug": [19, 21, 58, 68], "submit": [19, 53], "messag": [19, 21, 44, 45, 53, 66, 68], "piazza": [19, 21, 22, 23, 38, 41, 44, 48], "real": [19, 27, 53, 57], "agreement": 19, "sla": 19, "regard": [19, 21], "acknowledg": 19, "archiv": 19, "categor": 19, "envis": [19, 58], "decreas": 19, "member": [19, 28, 46], "recov": [19, 21], "exhaust": [19, 43], "enough": [19, 57], "type": [19, 21, 26, 27, 39, 43, 45, 50, 53, 57, 60, 68], "honestli": 19, "noth": 19, "todai": 19, "ask": [19, 21, 29, 43, 51, 54, 65], "backup": 19, "refrain": 19, "via": [19, 21, 34, 42, 55, 66], "incas": [19, 37, 64], "caus": [19, 21, 43, 45, 57], "launch": [19, 21, 37, 45, 55, 69], "non": [19, 27, 45, 57, 68], "onli": [19, 38, 39, 41, 42, 48, 53, 57, 64, 65, 67], "coupl": [19, 21, 55, 57, 62], "sponsor": 19, "guest": 19, "binder": 19, "solv": [19, 21, 41, 45, 48, 58, 65], "immedi": [19, 61, 68], "submiss": [19, 40, 53, 59, 60], "select": [19, 21, 36, 37, 38, 43, 45, 53, 57, 60, 61, 62, 66, 67, 68, 69], "knit": 19, "target": [19, 27], "format": [19, 21, 30, 31, 38, 40, 53, 60, 61, 63], "save": [19, 21, 37, 42, 53, 54, 57, 63, 66, 67], "elev": 19, "privileg": [19, 21], "affili": [19, 53, 54], "stakehold": 19, "worri": 19, "confus": [19, 63], "banner": 19, "highligh": 19, "input": [19, 21, 28, 37, 38, 58, 61], "evangelist": 20, "spread": [20, 27], "word": 20, "tweak": 20, "accord": 20, "collater": 20, "societi": [20, 46], "short": [20, 21, 27, 30, 47, 55, 60, 66, 69], "opportun": [20, 27], "hand": 20, "otter": [20, 53, 59, 65], "weight": 20, "modular": [20, 27], "autograd": [20, 52, 53], "softwar": [20, 28, 36, 41, 43, 45, 48, 54, 65, 66], "convers": [20, 21, 30], "discours": 20, "small": [20, 30], "littlest": 20, "escal": 21, "becom": [21, 30, 41, 48, 57], "unrespons": 21, "properli": [21, 43, 53, 60], "visibl": [21, 36, 37], "obfusc": 21, "f": [21, 31], "desir": [21, 38, 45, 66], "row": [21, 57], "tab": [21, 49, 51, 61, 65, 69], "close": [21, 27, 44, 65], "still": [21, 41, 44, 48, 57, 59, 68], "adopt": [21, 68], "infinit": [21, 43, 65], "loop": [21, 43, 65], "calcul": [21, 30, 58], "show": [21, 38, 53, 61, 65, 68, 69], "crash": [21, 57], "browser": [21, 37, 40, 41, 48, 55, 60, 61, 62, 64, 65, 66, 68], "reduc": [21, 46], "seem": 21, "unus": 21, "workspac": 21, "e": [21, 28, 43, 44, 45, 50, 53, 56, 65], "g": [21, 28, 43, 44, 45, 50, 53, 56, 65], "imposs": 21, "reset": 21, "tree": [21, 34, 45, 62, 69], "n": 21, "integ": 21, "delet": [21, 53, 54], "manual": [21, 38, 53, 61], "confirm": [21, 61], "hack": 21, "spawn": 21, "pend": 21, "ipynb": [21, 37, 40, 45, 57, 60, 61, 63, 64, 68], "bloat": 21, "clear": [21, 37], "nbconvert": [21, 57, 63], "inplac": 21, "filenam": [21, 31, 53, 63, 64], "503": [21, 65], "unavail": 21, "sorri": 21, "stabil": [21, 68], "minut": [21, 43, 68, 69], "403": 21, "block": 21, "unknown": 21, "potenti": 21, "author": [21, 57], "certain": [21, 38, 42, 65, 69], "node": [21, 44], "scale": [21, 28, 44], "volum": 21, "occur": [21, 43, 45], "load": [21, 42, 45, 53, 56], "rm": 21, "nbsignatur": 21, "db": 21, "move": 21, "di": 21, "whenev": 21, "death": 21, "soon": 21, "exce": 21, "die": 21, "lack": [21, 56, 57], "swap": 21, "space": [21, 43, 44, 57], "transmiss": 21, "workaround": 21, "implement": 21, "involv": [21, 24, 57], "remov": [21, 41, 45, 48, 65], "bypass": 21, "session": [21, 43, 44, 68], "startup": 21, "mv": 21, "press": [21, 49, 51], "normal": 21, "studio": [21, 52, 57], "kick": 21, "me": 21, "doesn": [21, 43, 44, 45, 57], "reproduc": 21, "observ": [21, 57], "exponenti": 21, "annot": [21, 58], "awar": 21, "direct": [21, 66], "circumv": 21, "instead": [21, 57, 61], "rel": [21, 53], "window": [21, 36, 54], "ctrl": 21, "shift": [21, 58, 60], "c": [21, 49, 51, 57, 58], "mac": 21, "cmd": 21, "scratch": 21, "fresh": [21, 45], "good": [21, 44, 50, 53, 57], "present": [21, 27, 54, 57, 63, 66], "did": [21, 46, 66], "wa": [21, 35, 43, 46, 53, 56, 68], "made": [21, 27, 30, 36, 53, 57, 60, 66], "10": [21, 57], "2022": 21, "smoothli": [21, 36, 66], "incompat": 21, "test": [21, 57, 58, 60, 65, 68], "revert": 21, "zip": [21, 62], "got": 21, "seek": [21, 26], "export": [21, 63], "fals": 21, "force_sav": 21, "true": [21, 43], "rewrit": 21, "suit": 21, "consolid": 23, "wiki": 23, "cs97": 23, "datasci": [23, 42], "patti": 23, "frontiera": 23, "sampl": [23, 65, 67], "demo": [23, 55, 69], "decul": 23, "tabledemo": 23, "textbook": [23, 46], "ipython": [23, 31, 63, 68], "homepag": 23, "www": [23, 66], "inferentialthink": 23, "outreach": 24, "lead": [24, 29, 30, 56], "dsu": 24, "knapp": 24, "ryan": 24, "lovett": 24, "jonathan": 24, "felder": 24, "greg": 24, "meritt": 24, "anthoni": 24, "suen": 24, "curricular": 24, "keelei": 24, "takimoto": 24, "gunjan": 24, "baid": 24, "chri": 24, "pyle": 24, "yuvi": 24, "panda": [24, 35, 39, 46], "acronym": 25, "bid": 25, "ci": [25, 39, 52], "cloud": [25, 41, 46, 48, 51, 53, 54, 56, 58, 65], "divid": 26, "overview": [26, 27, 28], "themselv": [27, 30, 50], "subject": [27, 30], "extra": [27, 54], "itself": 27, "often": [27, 28, 36, 46, 66], "interact": [27, 28, 40, 46, 53, 55, 56, 57, 66], "led": [27, 68], "critic": 27, "period": [27, 29, 54], "concern": 27, "length": 27, "midterm": 27, "And": 27, "everyon": [27, 41, 48], "freshmen": 27, "senior": 27, "upper": [27, 45, 61], "divis": [27, 46], "econometr": 27, "sociolog": 27, "psycholog": 27, "mediev": 27, "rhetor": 27, "gender": 27, "women": 27, "linguist": 27, "brows": [27, 30], "Not": 28, "feel": [28, 30, 65, 70], "confid": [28, 46], "facilit": 28, "util": [28, 58], "asap": 28, "drop": [28, 36, 54, 66], "complement": 28, "3rd": [28, 57, 61], "floor": [28, 54], "moffitt": [28, 54], "librari": [28, 39, 41, 46, 48, 50, 54, 57], "full": [28, 36, 45, 61], "ahead": [28, 44, 54], "special": 28, "expertis": 28, "geograph": 28, "introductori": [28, 35, 41, 46, 48], "invit": 28, "walk": [28, 66, 68, 69], "aren": [28, 43], "appropri": [28, 43, 53, 58, 61], "interrupt": 28, "front": 28, "profici": 28, "explain": [28, 42, 56, 58], "finer": 28, "conceptu": 28, "At": [29, 30, 53], "bring": 29, "least": 29, "tent": 29, "contract": 29, "timelin": 29, "draft": 29, "goe": [29, 46], "sent": 29, "compon": [30, 35, 46, 52, 54, 57, 61], "unsur": [30, 65, 68], "accomplish": 30, "awai": [30, 68], "correl": 30, "coeffici": 30, "interpret": [30, 57], "devot": 30, "tend": [30, 50], "ideal": [30, 57, 58, 63, 65], "aggreg": 30, "engag": 30, "difficult": 30, "internet": [30, 41, 48, 68], "usabl": [30, 57], "easiest": [30, 45], "spreadsheet": 30, "csv": 30, "xlsx": 30, "extend": 30, "clearer": 30, "faster": 30, "replic": 30, "paper": [30, 57], "quantit": 30, "put": [30, 43, 53], "aspect": [30, 57], "perhap": 30, "histor": 30, "done": [30, 41, 48, 53, 60], "microsoft": 30, "excel": 30, "reconfigur": 30, "saw": 30, "easier": 30, "fewer": 30, "harder": 30, "displai": [31, 35, 36, 46, 57, 60, 63, 66], "mathematica": [31, 63], "png": [31, 63], "width": [31, 63], "250": [31, 63], "filenotfounderror": 31, "traceback": 31, "recent": [31, 46, 61, 63], "call": [31, 40, 43, 45, 60, 61, 66, 69], "tmp": 31, "ipykernel_1850": 31, "3066509368": 31, "py": 31, "opt": 31, "hostedtoolcach": 31, "7": [31, 36, 63], "17": 31, "x64": 31, "lib": 31, "python3": 31, "__init__": 31, "emb": [31, 63], "height": 31, "retina": 31, "unconfin": 31, "metadata": 31, "1230": 31, "1231": 31, "super": 31, "1232": 31, "1233": 31, "1234": 31, "635": 31, "636": 31, "637": 31, "reload": 31, "638": 31, "_check_data": 31, "639": 31, "1261": 31, "1262": 31, "1263": 31, "1264": 31, "1265": 31, "_retina_shap": 31, "660": 31, "661": 31, "662": 31, "_read_flag": 31, "663": 31, "664": 31, "elif": [31, 50], "errno": 31, "No": [31, 36, 41, 48, 67], "gitbook": 32, "host": [32, 36, 51, 53, 54, 58, 66, 68], "statement": [34, 50], "kei": [34, 35, 36, 46, 57, 61], "download_fil": 34, "install_packag": 34, "gh": [34, 38], "written": [35, 46, 53], "investig": [35, 46], "graphic": [35, 46, 57], "abstract": [35, 46], "datafram": [35, 46], "draw": [35, 46], "map": [35, 46, 58], "plot": [35, 46, 50, 57], "aim": [35, 46], "simpl": [35, 44, 46, 61, 63], "taken": [35, 44, 45, 46, 53], "parallel": [36, 44, 66], "conjunct": [36, 66], "aka": [36, 66], "central": [36, 66], "gui": [36, 65], "client": [36, 67], "simplifi": [36, 38, 44, 46, 61], "cli": 36, "maco": 36, "merg": [36, 45, 47], "credenti": [36, 41, 48], "ry": 36, "reposito": 36, "drag": [36, 66], "appear": [36, 42, 43, 53, 61], "summari": [36, 57], "defin": [36, 43], "congratul": 36, "cell": [37, 39, 50, 57, 58, 63, 64, 65], "iri": 37, "datahub_workshop_feb24": 37, "markdown": [37, 50, 57, 60, 63], "sake": 37, "someon": 37, "ipykernel": 37, "launcher": [37, 49, 51], "rather": [38, 43, 61, 64], "extern": [38, 54, 61], "person": [38, 39, 41, 48, 54, 61, 68], "obtain": [38, 56, 61, 67], "given": [38, 41, 42, 43, 48, 50, 61, 63], "futur": [38, 41, 44, 48], "automat": [38, 44, 45, 53, 61], "color": [38, 57, 61], "grei": [38, 43, 61], "yourself": [38, 61], "shown": [38, 61, 64, 69], "hit": 38, "convert": [38, 57, 63], "redirect": [38, 40], "path": [38, 40, 45, 53, 61], "lab5": 38, "procedur": 39, "scikit": [39, 44], "matplotlib": [39, 46, 50, 57], "shini": 39, "dplyr": 39, "tidyr": 39, "rsqllite": 39, "instanceof": 39, "simpli": 39, "line": [39, 45, 51, 53, 60, 67], "bash": [39, 53], "frequent": [39, 43, 54], "reflect": 39, "prod": 39, "product": 39, "break": [39, 41, 45, 48, 60, 65], "omit": 39, "unreleas": 39, "sha": 39, "data8asset": 40, "sp17": 40, "lab01": [40, 45], "blog": [41, 47, 48, 57], "sever": [41, 43, 44, 48, 68], "veri": [41, 46, 48, 50], "tediou": [41, 46, 48], "prone": [41, 48], "even": [41, 42, 44, 48, 57, 65], "finish": [41, 43, 44, 48, 61], "everyth": [41, 48], "outdat": [41, 48], "frustrat": [41, 44, 46, 48], "storag": [41, 44, 48, 67], "entir": [41, 42, 48, 61, 65, 69], "especi": [41, 43, 46, 48, 57], "never": [41, 48], "setup": [41, 46, 48, 53, 60], "burden": [41, 46, 48], "regardless": [41, 42, 48], "disadvantag": [41, 48], "connect": [41, 44, 48, 53, 54, 58], "unlimit": [41, 48], "mayb": [41, 48], "filesystem": [41, 48], "modif": [41, 48], "unless": [41, 48], "difficulti": [41, 48, 57], "unabl": [41, 48], "choic": 42, "drive": [42, 51, 54], "read_tabl": 42, "_autosummari": 42, "messi": 42, "filepath": 42, "therefor": [42, 54], "approach": [42, 46, 55, 56, 58], "administr": 42, "159": [42, 68], "biologi": [42, 58], "dropox": 42, "categori": 43, "describ": [43, 53, 60, 61, 66], "themost": 43, "encount": 43, "far": 43, "screenshot": [43, 45, 49, 51], "happen": [43, 58], "forget": [43, 67], "misspel": 43, "variabl": [43, 50, 56], "quotat": 43, "mark": [43, 54], "string": 43, "column": [43, 57, 58], "pick": 43, "doubl": [43, 60], "spell": 43, "capit": 43, "punctuat": 43, "enclos": 43, "deal": [43, 46], "label": [43, 53, 57], "sensit": [43, 67], "manipul": 43, "incorrect": 43, "kind": [43, 44, 58], "relabel": 43, "misus": 43, "boolean": 43, "argument": 43, "friend": 43, "stuck": 43, "squar": [43, 57], "bracket": [43, 57], "left": [43, 58, 60, 62], "asterisk": 43, "circl": 43, "kernel": [43, 44, 57], "stai": [43, 61], "solid": 43, "isn": [43, 69], "particularli": 43, "realli": [43, 44], "takesever": 43, "toolbar": [43, 60], "attempt": 43, "menu": [43, 45, 57, 68], "lostand": 43, "redefin": 43, "finit": 44, "reserv": [44, 54], "roughli": 44, "10gb": 44, "2gb": 44, "fast": 44, "bottleneck": 44, "obvious": 44, "analys": 44, "fine": 44, "multi": 44, "layer": 44, "neural": 44, "batch": 44, "tie": 44, "joblib": 44, "n_job": 44, "though": 44, "iter": [44, 50], "problem": [44, 50], "let": [44, 56], "strai": 44, "unfortun": 45, "won": [45, 50], "firefox": [45, 55, 68], "safari": 45, "correctli": 45, "red": 45, "exit": 45, "128": 45, "fill": [45, 53, 58, 61, 64, 67], "forward": [45, 68], "slash": 45, "okai": 45, "fall19": 45, "overwrit": 45, "refus": 45, "proce": 45, "conserv": 45, "soc": 45, "old": 45, "problemat": [45, 65], "aros": 45, "newli": 45, "stash": 45, "dropdown": [45, 60, 61, 66, 69], "gitstash": 45, "advic": 45, "experienc": 46, "wast": 46, "preinstal": 46, "mainten": 46, "monitor": 46, "piec": [46, 61], "tradit": 46, "quit": 46, "complic": 46, "verbos": 46, "intimid": 46, "ok": 46, "were": [46, 53, 68], "stone": 46, "advanc": [46, 60, 61, 66, 70], "excit": 46, "spoke": 46, "jupytercon": 46, "2017": 46, "coderefineri": 47, "webtuu": 47, "04": 47, "layman": 47, "anaconda": [49, 51], "prompt": [49, 51, 56, 61, 67, 68, 69], "shell": 49, "conda": [49, 51, 57], "essenti": [49, 51, 68], "y": [49, 51], "commandlin": 49, "tidyvers": [49, 51], "print": [49, 51, 65], "devtool": [49, 51], "install_github": [49, 51], "expos": [50, 58, 67], "meant": 50, "introducen": 50, "acclim": 50, "nitti": 50, "gritti": 50, "tailor": [50, 61], "beind": 50, "int": 50, "float": 50, "str": 50, "bool": 50, "arithmet": 50, "logic": 50, "keyword": 50, "builtin": 50, "homogen": 50, "customiz": 50, "introduc": [50, 57], "32": 50, "sparser": 50, "almost": 50, "powershel": 51, "fan": 51, "purchas": 51, "coursework": [51, 52], "desktop": [51, 53], "tier": 51, "canva": 51, "qmd": 52, "worthi": 52, "knitr": 52, "inord": [52, 57], "20": 52, "andrew": 52, "brai": 52, "stat20": 52, "sit": 52, "netlifi": 52, "gradescop": [52, 53], "simul": [52, 58], "platform": 53, "easili": [53, 68], "proper": 53, "rmd": [53, 57], "determin": [53, 56], "rproj": 53, "ex": 53, "phw250fg": 53, "dev": 53, "continu": 53, "phw250fg2019": 53, "unpublish": 53, "quick": 53, "hw0": 53, "hw1": 53, "blank": [53, 61], "ttp": 53, "epi": 53, "master": [53, 61, 66], "leav": [53, 61, 68], "empti": 53, "august": 53, "2019": 53, "great": 53, "sign": 53, "readm": 53, "pop": 53, "github_url": 53, "publicli": [53, 61], "file_nam": 53, "unix": 53, "sequenti": 53, "autom": 53, "repetit": 53, "editor": 53, "sh": 53, "bin": 53, "head": 53, "indic": 53, "item": [53, 57], "source_filepath": 53, "dest_filepath": 53, "cp": 53, "root": 53, "hw1_r_quiz": 53, "classroom": 54, "borrow": 54, "chromebook": 54, "oskicat": 54, "cs": 54, "c8": 54, "scroll": 54, "otherwis": 54, "circul": 54, "desk": 54, "proof": 54, "registr": 54, "macbook": 54, "air": 54, "osx": 54, "graduat": 54, "valid": [54, 68], "cal": 54, "yellow": 54, "card": 54, "loan": 54, "engin": [54, 58], "bioscienc": 54, "14": 54, "restrict": 54, "electron": 54, "deep": 54, "freez": 54, "hard": 54, "shut": 54, "club": 54, "scrape": 54, "1st": 54, "consult": [54, 56, 65], "datap": 54, "app": [55, 67], "plai": [55, 60], "mozilla": [55, 68], "ii": 55, "render": 55, "llm": 56, "tpu": 56, "gpu": [56, 65], "signific": [56, 57], "smaller": [56, 65], "known": 56, "distilbert": 56, "bump": 56, "distibert": 56, "strongli": 56, "proactiv": 56, "optim": 56, "openai": 56, "hug": 56, "privaci": 56, "env": 56, "provider_api_kei": 56, "your_api_key_her": 56, "load_ext": 56, "jupyter_ai": 56, "conversation": 56, "stem": 57, "fact": 57, "screen": [57, 61, 68], "reader": 57, "keyboard": 57, "contrast": 57, "complianc": 57, "aa": 57, "mandat": 57, "univers": 57, "dimens": 57, "exemplifi": 57, "incorpor": 57, "spirit": 57, "aria": 57, "hamburg": 57, "collaps": 57, "blogpost": 57, "23": [57, 68], "posit": 57, "except": 57, "attent": 57, "construct": 57, "reusabl": 57, "deriv": 57, "transit": 57, "retro": [57, 68, 70], "eventu": 57, "notabl": 57, "inaccess": 57, "caption": 57, "iota": 57, "compil": 57, "textual": 57, "disabl": [57, 68], "seaborn": 57, "embed": [57, 63], "withing": 57, "denot": 57, "beauti": 57, "landscap": 57, "jpg": 57, "pathwai": [57, 68], "form": 57, "comprehens": 57, "less": 57, "equal": 57, "nvda": 57, "jaw": 57, "lesser": 57, "realist": 57, "h1": 57, "tag": [57, 63], "effort": 57, "notbook": 57, "barrier": [57, 61], "moment": 57, "readabl": 57, "comparison": 57, "standpoint": 57, "mynotebook": 57, "parti": [57, 61, 63, 69], "comment": 57, "progress": 57, "creator": 57, "pitaya": 57, "smoothi": 57, "dark": 57, "aaa": 57, "a11i": 57, "forg": 57, "jupyterthem": 57, "onedork": 57, "grade3": 57, "oceans16": 57, "chesterish": 57, "monokai": 57, "solarizedi": 57, "solarizedd": 57, "equival": 57, "lego": 57, "darksid": 57, "san": 57, "serif": 57, "ship": 57, "anonym": [57, 68], "pro": 57, "atkinson": 57, "hyperleg": 57, "dejavu": 57, "fira": 57, "sound": 57, "sonif": 57, "audibl": 57, "pattern": 57, "perceiv": 57, "hear": 57, "sonipi": 57, "twoton": 57, "music": 57, "astronomi": 57, "astronifi": 57, "turn": 57, "astronom": 57, "brailler": 57, "blind": 57, "audio": 57, "represent": 57, "tactil": 57, "impair": 57, "tacticl": 57, "knittr": 57, "accessrmd": 57, "ongo": 57, "element": [57, 58], "priorit": 57, "inclus": 57, "broad": 57, "potluri": 57, "et": 57, "al": 57, "2023": 57, "acm": 57, "outcom": [58, 65], "achiev": [58, 65], "Will": 58, "togeth": 58, "independ": 58, "synchron": 58, "asynchron": 58, "deliv": 58, "tabular": 58, "101": 58, "postgr": 58, "databas": [58, 65], "queri": [58, 59], "against": 58, "evalu": 58, "sql": 58, "incomplet": 58, "assig": 58, "gap": 58, "knowledg": 58, "pmb": 58, "bioe": 58, "146": 58, "dynam": 58, "fibonacci": 58, "longest": 58, "subsequ": 58, "recurs": 58, "codifi": 58, "express": 58, "api": 58, "pyearth": 58, "geolog": 58, "survei": 58, "globe": 58, "quak": 58, "magnitud": 58, "hello": [58, 66], "econ": 58, "130": 58, "accustom": 58, "hunt": 58, "ratio": 58, "ouput": 58, "syntact": 58, "referenc": 58, "assum": 60, "side": [60, 62, 66], "eiher": 60, "insert": 60, "notic": 60, "triangl": 60, "rerun": 60, "standard": [60, 63], "seen": [60, 61], "wish": 61, "rest": 61, "why": 61, "arbitrari": 61, "valuabl": 61, "broader": [61, 67], "context": [61, 68], "sw": 61, "282": 61, "lab04": 61, "unfinish": 61, "streamlin": 61, "shareabl": [61, 68], "webpag": 61, "puzzl": 61, "icon": 61, "pin": 61, "snapshot": [61, 64, 68], "closer": 61, "textbox": 61, "intuit": 61, "ecosystem": 61, "juptyterlab": 61, "choosen": 61, "hassl": 62, "seper": 62, "hub_url": 62, "your_usernam": 62, "data100": [62, 67], "bawar": 62, "situat": 62, "slightli": 63, "third": [63, 69], "migrat": 63, "webpdf": 63, "img": 63, "alt": 63, "style": 63, "250px": 63, "center": 63, "straightforward": 63, "concis": 63, "rtl": 63, "openberkelei": 63, "theme": 63, "openberkeley_theme_brand": 63, "asset": 63, "berkeley_wordmark_blue_175x70": 63, "svg": 63, "logo": 63, "flexibl": 63, "mode": 63, "align": 63, "attach": 63, "5265a161": 63, "c705": 63, "42fc": 63, "a3": 63, "ec1fde427030": 63, "ngbitpul": 64, "eec": 64, "data88": 64, "sp22": 64, "ignor": 64, "jovyan": 64, "name_of_repositori": 64, "8x": 64, "ms": 64, "toolsai": 64, "poor": 65, "frame": 65, "slice": 65, "believ": 65, "object": 65, "401": 65, "activ": [65, 68], "comfort": 65, "stabl": 65, "sqlite": 65, "pyqt5": 65, "qgi": 65, "henc": 65, "quickli": 65, "indefinit": 65, "onto": 66, "Then": 66, "sentenc": 66, "beginn": 66, "stick": 66, "gone": 66, "bottom": 66, "atlassian": 66, "tutori": 66, "token": 67, "ghscopedcr": 67, "flow": 67, "permiss": 67, "gh_scoped_cr": 67, "proven": 68, "littl": 68, "spring": 68, "22": 68, "corrupt": 68, "jupyter_collabor": 68, "su": 68, "random": 68, "went": 68, "uncov": 68, "pilot": 68, "bleed": 68, "edg": 68, "owner": 68, "expir": 68, "explicitli": 68, "60": 68, "revok": 68, "invalid": 68, "care": 68, "gain": 68, "centr": 68, "clipboard": 68, "tim": 68, "cursor": 68, "disappear": 68, "hood": 68, "framework": 68, "fellow": 69, "dropbox": 69, "delai": 69, "gif": 69, "manner": 69, "retain": 70, "eol": 70}, "objects": {}, "objtypes": {}, "objnames": {}, "titleterms": {"licens": 0, "thi": [0, 1, 26, 35], "book": 0, "welcom": [1, 26], "uc": [1, 26], "berkelei": [1, 26], "data": [1, 14, 23, 26, 27, 54, 57], "scienc": [1, 26, 27], "curriculum": [1, 3, 26, 32], "guid": [1, 3, 26, 32], "The": [1, 29, 42, 45, 46, 61], "ha": [1, 45], "move": [1, 32], "what": [1, 6, 14, 26, 27, 34, 35, 36, 38, 40, 41, 44, 48, 50, 53, 61, 66], "who": [1, 24, 26], "work": [1, 60, 61, 64, 67], "repo": 1, "ssh": 1, "kei": [1, 56], "ubuntu": 1, "wsl2": 1, "maco": 1, "window": 1, "upload": [1, 42, 66], "your": [1, 21, 57], "public": 1, "github": [1, 32, 36, 42, 45, 53, 66, 67], "set": [1, 53, 56], "up": [1, 53, 56], "fork": 1, "clone": [1, 53], "procedur": 1, "recommend": 1, "read": [1, 9], "summari": 2, "introduct": [2, 9, 47, 53, 56], "creat": [2, 29, 53, 57, 58, 60, 61], "connector": [2, 4, 5, 6, 9, 11, 23, 54], "make": 2, "modul": [2, 27, 30, 32, 34, 54], "workflow": [2, 53], "basic": 2, "dure": [2, 9], "cours": [2, 5, 6, 9, 14], "refer": [2, 57, 58], "build": 3, "instruct": [3, 58], "step": [3, 61, 64, 68, 69], "By": 3, "associ": 4, "previou": [5, 13, 14, 27], "fall": 5, "2021": 5, "spring": 5, "2020": 5, "2018": 5, "2017": 5, "2016": 5, "2015": 5, "prerequisit": [6, 14, 27], "unit": 6, "gener": [6, 37, 38, 45, 56, 61, 64], "structur": [6, 27], "workload": 6, "pre": [7, 30, 39], "semest": [7, 54], "checklist": 7, "administr": 7, "technic": [7, 44, 52], "commun": 8, "channel": 8, "biweekli": 8, "instructor": [8, 9, 13, 37], "meet": 8, "mail": 8, "list": 8, "suggest": 9, "page": 9, "befor": [9, 45], "logist": 10, "room": 10, "technolog": [10, 46], "lectur": 10, "lab": [10, 28, 57], "offic": [10, 28, 54], "hour": [10, 28, 54], "bcours": 10, "get": [11, 36, 41, 48, 56], "student": [11, 12, 21, 28, 35, 53, 54], "help": [11, 28, 56], "develop": [11, 29], "assist": [11, 28], "grader": [11, 64], "reader": 11, "design": [12, 58], "syllabu": 12, "order": 12, "topic": 12, "delai": 12, "enrol": 12, "program": 12, "pace": 12, "tip": [13, 58], "from": [13, 37, 41, 48], "enabl": [14, 68], "plan": [14, 30], "access": [15, 36, 41, 48, 57, 61, 67], "elev": 15, "privileg": 15, "hub": [15, 17, 19, 20, 21], "chang": [16, 45, 53, 67], "exist": [16, 41, 48], "requir": 16, "request": [17, 28, 67], "new": [17, 19, 32, 39, 60], "featur": [17, 56, 68], "datahub": [18, 45, 53, 61, 64, 65, 68], "frequent": 18, "ask": 18, "question": 18, "onboard": 19, "user": 19, "share": [20, 42, 69], "inform": [20, 23], "about": 20, "troubleshoot": [21, 43, 45, 67], "issu": [21, 65], "restart": 21, "kernel": [21, 49, 51], "server": 21, "own": 21, "code": [21, 34, 43, 60], "run": [21, 43, 44, 49, 60], "slow": 21, "4xx": 21, "5xx": 21, "error": [21, 43, 45], "other": [21, 46], "nbgitpul": [21, 37, 38, 45, 61, 64], "otter": [21, 64], "contact": [22, 23], "link": [23, 37, 38, 45, 61, 64], "tool": [23, 46, 67], "document": [23, 35, 52], "cdss": 23, "8": 23, "ar": [24, 35, 36, 38, 40, 41, 48, 61, 66], "we": [24, 32], "term": [25, 39, 54], "abbrevi": 25, "how": [26, 61, 67], "should": [26, 36, 66], "i": [26, 36, 44, 66], "us": [26, 45, 49, 51, 52, 56, 64, 66, 67, 69, 70], "deploy": 28, "peer": [28, 54], "consult": 28, "gsi": 28, "train": 28, "present": 28, "outlin": 29, "materi": [29, 36, 66], "import": [30, 61], "consider": 30, "idea": 30, "For": [30, 54], "ve": 32, "see": 32, "our": 32, "site": 32, "ds": 32, "io": 32, "connectortool": 34, "exampl": [34, 56], "datasci": [35, 46], "packag": [35, 39, 46], "familiar": 35, "git": [36, 47, 66], "why": [36, 41, 48, 66], "store": [36, 42, 66], "Is": 36, "my": 36, "repositori": [36, 53, 67], "privat": 36, "desktop": [36, 66], "activ": 37, "scratch": 37, "option": [37, 49, 51], "1": [37, 45, 49, 51, 57, 64, 68, 69], "via": 37, "2": [37, 45, 49, 51, 57, 64, 68, 69], "jupyt": [37, 40, 41, 46, 48, 49, 51, 56, 57, 58, 60, 63, 70], "notebook": [37, 40, 41, 46, 48, 49, 50, 51, 57, 58, 60, 61, 63, 64, 70], "interact": [38, 61], "restrict": [38, 44, 61], "compon": 38, "instal": [39, 41, 48, 57, 61, 67], "python": [39, 64], "r": [39, 49, 51, 53, 57], "temporari": 39, "long": [39, 54], "On": 39, "reproduc": 39, "jupyterhub": [41, 46, 48], "doe": [41, 48], "differ": [41, 48], "local": [41, 48, 49, 51], "overview": [41, 44, 48], "intern": [41, 48], "dataset": 42, "small": 42, "few": 42, "mb": 42, "outsid": 42, "host": 42, "direct": 42, "larger": 42, "ten": 42, "sever": 42, "gb": 42, "directori": 42, "credit": [42, 58], "2i2c": 42, "readwrit": 42, "syncth": [42, 69], "cell": [43, 60], "nameerror": 43, "valueerror": 43, "typeerror": 43, "never": 43, "stop": 43, "detail": 44, "cpu": 44, "memori": 44, "out": 44, "wa": 45, "click": 45, "an": [45, 62], "incompat": 45, "browser": 45, "microsoft": 45, "edg": 45, "incorrectli": 45, "3": [45, 51, 64, 68, 69], "been": 45, "some": 45, "content": [45, 57], "both": 45, "solut": 45, "pedagogi": 46, "launch": [49, 51, 64, 70], "googl": [49, 51], "colab": [49, 51], "zero": 50, "cover": 50, "sampl": 50, "backup": 51, "binder": 51, "4": [51, 57], "studio": 51, "quarto": 52, "produc": 52, "scientif": 52, "assign": [53, 59, 60], "creation": [53, 58], "publish": 53, "distribut": [53, 61], "view": 53, "progress": 53, "appendix": 53, "A": 53, "ad": 53, "commit": 53, "push": [53, 67], "b": 53, "shell": 53, "script": 53, "resourc": [54, 60, 66], "laptop": 54, "lend": 54, "short": 54, "shini": 55, "ai": 56, "disclaim": 56, "start": 56, "api": 56, "magic": 56, "command": [56, 66], "chat": 56, "interfac": [56, 57, 66, 70], "experi": 57, "enhanc": 57, "jupyterlab": 57, "0": 57, "7": 57, "within": 57, "add": [57, 60], "alt": 57, "text": 57, "all": 57, "static": 57, "imag": 57, "chart": 57, "repres": 57, "across": 57, "multipl": 57, "medium": 57, "avoid": [57, 65], "larg": 57, "have": 57, "clear": 57, "head": 57, "throughout": 57, "export": 57, "html": 57, "format": 57, "consumpt": 57, "wcag": 57, "standard": 57, "compliant": 57, "theme": 57, "font": 57, "compat": 57, "vari": 57, "version": 57, "sonifi": 57, "best": [58, 65], "practic": [58, 65], "wip": 58, "doc": 58, "pedagog": 58, "strategi": 58, "collect": 59, "grade": 59, "blank": 60, "download": [60, 62, 63], "addit": [60, 66], "do": 61, "note": [61, 67], "chrome": 61, "extens": [61, 64], "file": [62, 66, 69], "archiv": 62, "current": 62, "folder": 62, "pdf": 63, "vscode": 64, "editor": 64, "configur": 64, "execut": 64, "perform": 65, "web": 66, "line": 66, "gui": 66, "gh": 67, "scope": 67, "cred": 67, "secur": 67, "credenti": 67, "purpos": 67, "goal": 67, "It": 67, "real": 68, "time": 68, "collabor": 68, "rtc": 68, "realtim": 69, "retrolab": 70}, "envversion": {"sphinx.domains.c": 2, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 6, "sphinx.domains.index": 1, "sphinx.domains.javascript": 2, "sphinx.domains.math": 2, "sphinx.domains.python": 3, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx": 56}})
\ No newline at end of file
diff --git a/workflow/download_notebook_as_pdf.html b/workflow/download_notebook_as_pdf.html
index 7633d5f..9410ed6 100644
--- a/workflow/download_notebook_as_pdf.html
+++ b/workflow/download_notebook_as_pdf.html
@@ -367,9 +367,7 @@
   
 `);
 
-
+
 
@@ -385,17 +383,6 @@

Download Jupyter Notebook as a PDF

-
-

Contents

-
-
@@ -425,40 +412,29 @@

Download Jupyter Notebook as a PDF
<img src="mathematica.png" alt="Early Mathematica Interface" style="width: 250px;" class="center"/>
 
-

This method uses standard HTML to embed an image. It is straightforward and allows for extensive customization through HTML attributes like style and class.

-
-

Markdown Image Syntax#

+

Markdown Image Syntax

![mathematica](mathematica.png)
 

Markdown provides a simple syntax for embedding images. This method is concise and ideal for use in Markdown cells in Jupyter notebooks.

-
-
-

HTML in Markdown Cell#

+

HTML in Markdown Cell

<img src="https://rtl.berkeley.edu/profiles/openberkeley/themes/openberkeley_theme_brand/assets/images/berkeley_wordmark_blue_175x70.svg" alt="Berkeley Logo" style="width: 250px;" class="center"/>
 

Embedding an image using HTML within a Markdown cell offers the flexibility of HTML while allowing the cell to remain in Markdown mode. This is useful for more complex styling and alignment requirements.

-
-
-

IPython Display Module#

+

IPython Display Module

from IPython.display import display, Image
 display(Image(filename="mathematica.png", width=250))\
 

The IPython.display module provides functions to display images directly in Jupyter notebooks.

-
-
-

Markdown Image with Attachment#

+

Markdown Image with Attachment

![mathematica.png](attachment:5265a161-c705-42fc-a3ed-ec1fde427030.png)
 

This method is used to embed an image as an attachment within a Jupyter notebook. It references the image by its attachment identifier, which is useful for images embedded directly within the notebook file.

-

-
-