More mapping and some data cleaning
| Class 12 | Apr. 12, 2017 | 
Cleaning data and how to storyboard
Story
Readings from homework
Presentations
Lab
Walkthroughs
- Cleaning data: A case study - [Data files]
 - Introduction to Carto
 - Making choropleth maps with Carto
 - Mapping with Leaflet in R
 
Homework
Create a state choropleth map of all the Dunkin’ Donuts locations per capita
- Using Carto or Leaflet R
 - Here’s the data
 
Steps to create:
- Create data frame counting the number of stores by state
 - Join state population counts to the aggregated store counts dataframe
 - Mutate a new column that has the number of stores per person in the state - hint & hint2, though you’ll have to dig for it
 - Join that new dataframe to shapefiles (You’ll have to Google the state boundary shapefiles) in Carto or Leaflet R
 - Map the data with a headline, legend, sourceline for the data (“Dunkin’ Donuts”)
 
Pitch for final due April 19
What pitching a data story should entail (for this class and all future stories)
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FOCUS.
- Write the lede of the story you would write if your project yields what you expect to find.
 - What is the point of this project?
 - If applicable, who or what is the target of this project?
 - What new finding might this produce?
 - Will it have an impact on readers?
 - What might change as a result?
 
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SUMMARY.
- Roughly, outline the lede story you expect to find.
 - Briefly, outline the package or series you anticipate this project might produce.
 
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DATA.
- List the documents or databases that will be used for the project.
 - What do you expect the data to reveal?
 - What legal or technical barriers stand between you and the data? (Note: Strong preference will be given to proposals for which key basic data is already in hand.)
 
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SOURCES.
- List the sources you expect to use in producing this story.
 - Include people you think might provide background and perspective, people who have direct and/or expert knowledge of the subject, and people who are mostaffected by the issue at hand.
 - Important - I expect a specific list of people. Names and titles/place where they work.
 
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TIME & MONEY.
- How much do you already know about this story?
 - How long will it take to report this story?
 - How long will it take to write this story?
 - Are there any unusual costs associated with this story?
 
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VISUALIZATIONS.
- What possibilities are there for charts, maps, tables, or other interactives?
 - Will this stand alone or be embedded within the flow of the story?
 - What can you do on your own or what do you think you’ll need to learn or get help with?
 
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IMPACT.
- Why do this story?
 - Why do this story now?
 - How is this story different from stories like it done in the past?
 - What will this story accomplish?
 
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VICTIMS.
- Who is harmed by what’s going on?
 - How and why are they harmed?
 
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WINNERS.
- Who is profiting or benefiting from what’s going on.
 - Who and why?
 
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READERS.
- How will this story affect our readers?
 - Will they read it?