directory and doc formatting

01-defining-data-science/README.md

@@ -6,7 +6,6 @@
 
 ## 🚀 Challenge
 
-Compare some programming languages. What are some of the unique traits of JavaScript vs. Java? How about COBOL vs. Go?
 
 ## Post-Lecture Quiz
 
@@ -14,7 +13,6 @@ Compare some programming languages. What are some of the unique traits of JavaSc
 
 ## Review & Self Study
 
-Study a bit on the different languages available to the programmer. Try to write a line in one language, and then redo it in two others. What do you learn?
 
 ## Assignment
 

02-ethics/README.md

@@ -6,7 +6,6 @@
 
 ## 🚀 Challenge
 
-Compare some programming languages. What are some of the unique traits of JavaScript vs. Java? How about COBOL vs. Go?
 
 ## Post-Lecture Quiz
 
@@ -14,7 +13,6 @@ Compare some programming languages. What are some of the unique traits of JavaSc
 
 ## Review & Self Study
 
-Study a bit on the different languages available to the programmer. Try to write a line in one language, and then redo it in two others. What do you learn?
 
 ## Assignment
 

03-defining-data/README.md

@@ -6,7 +6,6 @@
 
 ## 🚀 Challenge
 
-Compare some programming languages. What are some of the unique traits of JavaScript vs. Java? How about COBOL vs. Go?
 
 ## Post-Lecture Quiz
 
@@ -14,7 +13,6 @@ Compare some programming languages. What are some of the unique traits of JavaSc
 
 ## Review & Self Study
 
-Study a bit on the different languages available to the programmer. Try to write a line in one language, and then redo it in two others. What do you learn?
 
 ## Assignment
 

04-stats-and-probability/README.md

@@ -6,7 +6,6 @@
 
 ## 🚀 Challenge
 
-Compare some programming languages. What are some of the unique traits of JavaScript vs. Java? How about COBOL vs. Go?
 
 ## Post-Lecture Quiz
 
@@ -14,7 +13,6 @@ Compare some programming languages. What are some of the unique traits of JavaSc
 
 ## Review & Self Study
 
-Study a bit on the different languages available to the programmer. Try to write a line in one language, and then redo it in two others. What do you learn?
 
 ## Assignment
 

data-science-in-the-cloud/20-tbd/README.md

@@ -6,7 +6,6 @@
 
 ## 🚀 Challenge
 
-Compare some programming languages. What are some of the unique traits of JavaScript vs. Java? How about COBOL vs. Go?
 
 ## Post-Lecture Quiz
 
@@ -14,7 +13,6 @@ Compare some programming languages. What are some of the unique traits of JavaSc
 
 ## Review & Self Study
 
-Study a bit on the different languages available to the programmer. Try to write a line in one language, and then redo it in two others. What do you learn?
 
 ## Assignment
 

data-science-in-the-cloud/21-tbd/README.md

@@ -6,7 +6,6 @@
 
 ## 🚀 Challenge
 
-Compare some programming languages. What are some of the unique traits of JavaScript vs. Java? How about COBOL vs. Go?
 
 ## Post-Lecture Quiz
 
@@ -14,7 +13,6 @@ Compare some programming languages. What are some of the unique traits of JavaSc
 
 ## Review & Self Study
 
-Study a bit on the different languages available to the programmer. Try to write a line in one language, and then redo it in two others. What do you learn?
 
 ## Assignment
 

data-science-in-the-cloud/22-tbd/README.md

@@ -6,7 +6,6 @@
 
 ## 🚀 Challenge
 
-Compare some programming languages. What are some of the unique traits of JavaScript vs. Java? How about COBOL vs. Go?
 
 ## Post-Lecture Quiz
 
@@ -14,7 +13,6 @@ Compare some programming languages. What are some of the unique traits of JavaSc
 
 ## Review & Self Study
 
-Study a bit on the different languages available to the programmer. Try to write a line in one language, and then redo it in two others. What do you learn?
 
 ## Assignment
 

data-science-in-the-cloud/22-tbd/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

data-science-in-the-wild/23-tbd/README.md

@@ -6,7 +6,6 @@
 
 ## 🚀 Challenge
 
-Compare some programming languages. What are some of the unique traits of JavaScript vs. Java? How about COBOL vs. Go?
 
 ## Post-Lecture Quiz
 
@@ -14,7 +13,6 @@ Compare some programming languages. What are some of the unique traits of JavaSc
 
 ## Review & Self Study
 
-Study a bit on the different languages available to the programmer. Try to write a line in one language, and then redo it in two others. What do you learn?
 
 ## Assignment
 

data-science-in-the-wild/23-tbd/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

data-science-in-the-wild/24-tbd/README.md

@@ -6,7 +6,6 @@
 
 ## 🚀 Challenge
 
-Compare some programming languages. What are some of the unique traits of JavaScript vs. Java? How about COBOL vs. Go?
 
 ## Post-Lecture Quiz
 
@@ -14,7 +13,6 @@ Compare some programming languages. What are some of the unique traits of JavaSc
 
 ## Review & Self Study
 
-Study a bit on the different languages available to the programmer. Try to write a line in one language, and then redo it in two others. What do you learn?
 
 ## Assignment
 

data-science-in-the-wild/24-tbd/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

data-science-lifecycle/15-capturing/README.md

@@ -1 +1,17 @@
-# Working with Data: Spreadsheets
+# The Data Science Lifecycle: Capturing
+
+## Pre-Lecture Quiz
+
+[Pre-lecture quiz]()
+
+## 🚀 Challenge
+
+## Post-Lecture Quiz
+
+[Post-lecture quiz]()
+
+## Review & Self Study
+
+## Assignment
+
+[Assignment Title](assignment.md)

data-science-lifecycle/15-capturing/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

data-science-lifecycle/16-processing/README.md

@@ -1 +1,19 @@
-# Working with Data: Relational Databases
+# The Data Science Lifecycle: Processing
+
+## Pre-Lecture Quiz
+
+[Pre-lecture quiz]()
+
+## 🚀 Challenge
+
+
+## Post-Lecture Quiz
+
+[Post-lecture quiz]()
+
+## Review & Self Study
+
+
+## Assignment
+
+[Assignment Title](assignment.md)

data-science-lifecycle/16-processing/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

data-science-lifecycle/17-analyzing/README.md

@@ -1 +1,19 @@
-# Working with Data: Relational Databases
+# The Data Science Lifecycle: Analyzing
+
+## Pre-Lecture Quiz
+
+[Pre-lecture quiz]()
+
+## 🚀 Challenge
+
+
+## Post-Lecture Quiz
+
+[Post-lecture quiz]()
+
+## Review & Self Study
+
+
+## Assignment
+
+[Assignment Title](assignment.md)

data-science-lifecycle/17-analyzing/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

data-science-lifecycle/18-communication/README.md

@@ -1 +1,19 @@
-# Working with Data: Relational Databases
+# The Data Science Lifecycle: Communication
+
+## Pre-Lecture Quiz
+
+[Pre-lecture quiz]()
+
+## 🚀 Challenge
+
+
+## Post-Lecture Quiz
+
+[Post-lecture quiz]()
+
+## Review & Self Study
+
+
+## Assignment
+
+[Assignment Title](assignment.md)

data-science-lifecycle/18-communication/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

data-science-lifecycle/19-maintaining/README.md

@@ -1 +1,19 @@
-# Working with Data: Relational Databases
+# The Data Science Lifecycle: Maintaining
+
+## Pre-Lecture Quiz
+
+[Pre-lecture quiz]()
+
+## 🚀 Challenge
+
+
+## Post-Lecture Quiz
+
+[Post-lecture quiz]()
+
+## Review & Self Study
+
+
+## Assignment
+
+[Assignment Title](assignment.md)

data-science-lifecycle/19-maintaining/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

data-science-lifecycle/README.md

@@ -0,0 +1,13 @@
+# The Data Science Lifecycle
+
+[Brief description about the lessons in this section]
+
+### Topics
+
+1. [Capturing](15-capturing/README.md)
+1. [Processing](16-processing/README.md)
+1. [Analyzing](17-analyzing/README.md)
+1. [Communication](18-communication/README.md)
+1. [Maintaining](19-maintaining/README.md)
+
+### Credits

data-science-lifecycle/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

visualizations/10-visualization-quantities/README.md

@@ -1 +1,19 @@
-# Visualizing Quantities
+# Visualizing Quantities
+
+## Pre-Lecture Quiz
+
+[Pre-lecture quiz]()
+
+## 🚀 Challenge
+
+
+## Post-Lecture Quiz
+
+[Post-lecture quiz]()
+
+## Review & Self Study
+
+
+## Assignment
+
+[Assignment Title](assignment.md)

visualizations/10-visualization-quantities/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

visualizations/11-visualization-distributions/README.md

@@ -1 +1,19 @@
-# Visualizing Distributions
+# Visualizing Distributions
+
+## Pre-Lecture Quiz
+
+[Pre-lecture quiz]()
+
+## 🚀 Challenge
+
+
+## Post-Lecture Quiz
+
+[Post-lecture quiz]()
+
+## Review & Self Study
+
+
+## Assignment
+
+[Assignment Title](assignment.md)

visualizations/11-visualization-distributions/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

visualizations/12-visualization-proportions/README.md

@@ -1 +1,19 @@
-# Visualizing Proportions
+# Visualizing Proportions
+
+## Pre-Lecture Quiz
+
+[Pre-lecture quiz]()
+
+## 🚀 Challenge
+
+
+## Post-Lecture Quiz
+
+[Post-lecture quiz]()
+
+## Review & Self Study
+
+
+## Assignment
+
+[Assignment Title](assignment.md)

visualizations/12-visualization-proportions/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

visualizations/13-visualization-relationships/README.md

@@ -1 +1,18 @@
-# Visualizing Relationships
+# Visualizing Relationships
+
+## Pre-Lecture Quiz
+
+[Pre-lecture quiz]()
+
+## 🚀 Challenge
+
+## Post-Lecture Quiz
+
+[Post-lecture quiz]()
+
+## Review & Self Study
+
+
+## Assignment
+
+[Assignment Title](assignment.md)

visualizations/13-visualization-relationships/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

visualizations/14-meaningful-visualizations/README.md

@@ -1 +1,19 @@
-# Making Meaningful Visualizations 
+# Making Meaningful Visualizations
+
+## Pre-Lecture Quiz
+
+[Pre-lecture quiz]()
+
+## 🚀 Challenge
+
+
+## Post-Lecture Quiz
+
+[Post-lecture quiz]()
+
+## Review & Self Study
+
+
+## Assignment
+
+[Assignment Title](assignment.md)

visualizations/14-meaningful-visualizations/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

visualizations/README.md

@@ -0,0 +1,13 @@
+# Visualizations
+
+[Brief description about the lessons in this section]
+
+### Topics
+
+1. [Quantities](10-visualization-quantities/README.md)
+1. [Distribution](11-visualization-distributions/README.md)
+1. [Proportions](12-visualization-proportions/README.md)
+1. [Relationships](13-visualization-relationships/README.md)
+1. [Making Meaningful Visualizations](14-meaningful-visualizations/README.md)
+
+### Credits

working-with-data/05-spreadsheets/README.md

@@ -1 +1,19 @@
-# Working with Data: Spreadsheets
+# Working with Data: Spreadsheets
+
+## Pre-Lecture Quiz
+
+[Pre-lecture quiz]()
+
+## 🚀 Challenge
+
+
+## Post-Lecture Quiz
+
+[Post-lecture quiz]()
+
+## Review & Self Study
+
+
+## Assignment
+
+[Assignment Title](assignment.md)

working-with-data/05-spreadsheets/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

working-with-data/06-relational-databases/README.md

@@ -1 +1,19 @@
-# Working with Data: Relational Databases
+# Working with Data: Relational Databases
+
+## Pre-Lecture Quiz
+
+[Pre-lecture quiz]()
+
+## 🚀 Challenge
+
+
+## Post-Lecture Quiz
+
+[Post-lecture quiz]()
+
+## Review & Self Study
+
+
+## Assignment
+
+[Assignment Title](assignment.md)

working-with-data/06-relational-databases/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

working-with-data/07-nosql/README.md

@@ -1 +1,19 @@
-# Working with Data: NoSQL
+# Working with Data: NoSQL
+
+## Pre-Lecture Quiz
+
+[Pre-lecture quiz]()
+
+## 🚀 Challenge
+
+
+## Post-Lecture Quiz
+
+[Post-lecture quiz]()
+
+## Review & Self Study
+
+
+## Assignment
+
+[Assignment Title](assignment.md)

working-with-data/07-nosql/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

working-with-data/08-python/README.md

@@ -1 +1,19 @@
-# Working with Data: Python and the Pandas Library
+# Working with Data: Python and the Pandas Library
+
+## Pre-Lecture Quiz
+
+[Pre-lecture quiz]()
+
+## 🚀 Challenge
+
+
+## Post-Lecture Quiz
+
+[Post-lecture quiz]()
+
+## Review & Self Study
+
+
+## Assignment
+
+[Assignment Title](assignment.md)

working-with-data/08-python/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

working-with-data/09-cleaning-transformations/README.md

@@ -1 +1,19 @@
-# Working with Data: Cleaning and Transformations
+# Working with Data: Cleaning and Transformations
+
+## Pre-Lecture Quiz
+
+[Pre-lecture quiz]()
+
+## 🚀 Challenge
+
+
+## Post-Lecture Quiz
+
+[Post-lecture quiz]()
+
+## Review & Self Study
+
+
+## Assignment
+
+[Assignment Title](assignment.md)

working-with-data/09-cleaning-transformations/assignment.md

@@ -0,0 +1,8 @@
+# Title
+
+## Instructions
+
+## Rubric
+
+Exemplary | Adequate | Needs Improvement
+--- | --- | -- |

working-with-data/README.md

@@ -0,0 +1,13 @@
+# Working with Data
+
+[Brief description about the lessons in this section]
+
+### Topics
+
+1. [Spreadsheets](10-visualization-quantities/README.md)
+1. [Relational Databases](11-visualization-distributions/README.md)
+1. [NoSQL](12-visualization-proportions/README.md)
+1. [Python](13-visualization-relationships/README.md)
+1. [Cleaning and Transformations](14-meaningful-visualizations/README.md)
+
+### Credits