Difference between revisions of "Data Visualization"
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Facilitated by Amanda Hickman - [https://github.com/amandabee github.com/amandabee] | Facilitated by Amanda Hickman - [https://github.com/amandabee github.com/amandabee] | ||
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Syllabus, Cheat Sheets, etc. [http://amandabee.github.io/CUNY-data-skills/ amandabee.github.io/CUNY-data-skills] | Syllabus, Cheat Sheets, etc. [http://amandabee.github.io/CUNY-data-skills/ amandabee.github.io/CUNY-data-skills] | ||
− | + | * Reasons to want data | |
− | * Focus on a population | + | ** Focus on a population |
− | * Evidence for a claim you're making is actually true | + | ** Evidence for a claim you're making is actually true |
− | * Reduce harm | + | ** Reduce harm |
− | + | * When we're talking about data, we're talking about something in a spreadsheet that you can chop up and analyze and such | |
− | * A PDF is not data yet, because it's basically a picture. | + | ** A PDF is not data yet, because it's basically a picture. |
− | ** Tabula from Nerd Powerful is a great tool for pulling data from PDF tables | + | *** Tabula from Nerd Powerful is a great tool for pulling data from PDF tables |
− | * Charts and maps are not data because you can't really reverse engineer them | + | ** Charts and maps are not data because you can't really reverse engineer them |
− | + | * Where to find it | |
− | * Librarians. They live for this | + | ** Librarians. They live for this |
− | * Open data portals | + | ** Open data portals |
− | ** Open data is a set of laws that governments are required to put out public data | + | *** Open data is a set of laws that governments are required to put out public data |
− | * Ask for sources on reports and charts that you see | + | ** Ask for sources on reports and charts that you see |
− | ** If you see a great visualization, then you should call up the authors to try and get their data | + | *** If you see a great visualization, then you should call up the authors to try and get their data |
− | * Academics | + | ** Academics |
− | ** PhD's have great data that will never be seen because they're academics and thus write unintelligibly | + | *** PhD's have great data that will never be seen because they're academics and thus write unintelligibly |
− | * SF Indicators Project | + | ** SF Indicators Project |
− | * Census | + | ** Census |
− | * American Community Survey | + | ** American Community Survey |
− | * CensusReporter.org | + | ** CensusReporter.org |
− | * Bureau of Labor Statistics | + | ** Bureau of Labor Statistics |
− | * Community Expenditure Survey | + | ** Community Expenditure Survey |
− | * Various public health departments | + | ** Various public health departments |
− | * Think tanks | + | ** Think tanks |
− | * <span style="font: 14.0px 'Helvetica Neue'">Freedom of Information Act</span> (FOIA) / Freedom of Information Law (FOIL) | + | ** <span style="font: 14.0px 'Helvetica Neue'">Freedom of Information Act</span> (FOIA) / Freedom of Information Law (FOIL) |
− | ** Muck Rock will help you out on doing a FOIA request. | + | *** Muck Rock will help you out on doing a FOIA request. |
− | *** Check out examples of letters they've sent, and their boiler plate letters | + | **** Check out examples of letters they've sent, and their boiler plate letters |
− | *** They'll alert you about timeline stuff | + | **** They'll alert you about timeline stuff |
− | ** There may be costs involved | + | *** There may be costs involved |
− | ** This is kinda your last resort | + | *** This is kinda your last resort |
− | ** When making a request, ask for the person who's responsible, not just a receptionist. You need someone to hold accountable | + | *** When making a request, ask for the person who's responsible, not just a receptionist. You need someone to hold accountable |
− | * Geo Commons | + | ** Geo Commons |
− | ** Very open set of geographical data sets | + | *** Very open set of geographical data sets |
− | ** Great for polygons like districts | + | *** Great for polygons like districts |
− | * Planning Departments | + | ** Planning Departments |
− | * Cicero | + | ** Cicero |
− | ** Legislation | + | *** Legislation |
− | * Sunlight Foundation | + | ** Sunlight Foundation |
− | + | * Strategies for getting data and analyzing | |
− | * If someone tells you they don't have the data, that's not the end. They can help you find it. | + | ** If someone tells you they don't have the data, that's not the end. They can help you find it. |
− | * Ask for the name of their database | + | ** Ask for the name of their database |
− | * Ask for the specs of the database they're using | + | ** Ask for the specs of the database they're using |
− | * Get a lawyer if they claim that giving you data is a threat to homeland security | + | ** Get a lawyer if they claim that giving you data is a threat to homeland security |
− | * Ask for possible costs up front | + | ** Ask for possible costs up front |
− | * Ask StackExchange | + | ** Ask StackExchange |
− | * NICAR | + | ** NICAR |
− | + | * Working with Data | |
− | * Provenance matters | + | ** Provenance matters |
− | ** Especially if you're using open data from places like Geo Commons. You need to understand where the data came from | + | *** Especially if you're using open data from places like Geo Commons. You need to understand where the data came from |
− | * Not everything should be data | + | ** Not everything should be data |
− | + | * Tools | |
− | * Hard | + | ** Hard |
− | ** R + RStudio | + | *** R + RStudio |
− | ** QGIS | + | *** QGIS |
− | * Medium | + | ** Medium |
− | ** [https://cartodb.com/ Carto DB] | + | *** [https://cartodb.com/ Carto DB] |
− | ** [http://www.highcharts.com/ High Charts] | + | *** [http://www.highcharts.com/ High Charts] |
− | ** Mapbox | + | *** Mapbox |
− | ** D3 | + | *** D3 |
− | * Easy | + | ** Easy |
− | ** [https://quartz.github.io/Chartbuilder/ Chart Builder] | + | *** [https://quartz.github.io/Chartbuilder/ Chart Builder] |
− | * Geo Coders | + | ** Geo Coders |
− | ** Texas A&M has a good tool | + | *** Texas A&M has a good tool |
− | ** [https://github.com/amandabee/CUNY-data-storytelling/wiki/Tip-Sheet:-Geocoding#promising-rumors Check her site] | + | *** [https://github.com/amandabee/CUNY-data-storytelling/wiki/Tip-Sheet:-Geocoding#promising-rumors Check her site] |
Revision as of 20:27, 3 August 2015
Facilitated by Amanda Hickman - github.com/amandabee Syllabus, Cheat Sheets, etc. amandabee.github.io/CUNY-data-skills
- Reasons to want data
- Focus on a population
- Evidence for a claim you're making is actually true
- Reduce harm
- When we're talking about data, we're talking about something in a spreadsheet that you can chop up and analyze and such
- A PDF is not data yet, because it's basically a picture.
- Tabula from Nerd Powerful is a great tool for pulling data from PDF tables
- Charts and maps are not data because you can't really reverse engineer them
- A PDF is not data yet, because it's basically a picture.
- Where to find it
- Librarians. They live for this
- Open data portals
- Open data is a set of laws that governments are required to put out public data
- Ask for sources on reports and charts that you see
- If you see a great visualization, then you should call up the authors to try and get their data
- Academics
- PhD's have great data that will never be seen because they're academics and thus write unintelligibly
- SF Indicators Project
- Census
- American Community Survey
- CensusReporter.org
- Bureau of Labor Statistics
- Community Expenditure Survey
- Various public health departments
- Think tanks
- Freedom of Information Act (FOIA) / Freedom of Information Law (FOIL)
- Muck Rock will help you out on doing a FOIA request.
- Check out examples of letters they've sent, and their boiler plate letters
- They'll alert you about timeline stuff
- There may be costs involved
- This is kinda your last resort
- When making a request, ask for the person who's responsible, not just a receptionist. You need someone to hold accountable
- Muck Rock will help you out on doing a FOIA request.
- Geo Commons
- Very open set of geographical data sets
- Great for polygons like districts
- Planning Departments
- Cicero
- Legislation
- Sunlight Foundation
- Strategies for getting data and analyzing
- If someone tells you they don't have the data, that's not the end. They can help you find it.
- Ask for the name of their database
- Ask for the specs of the database they're using
- Get a lawyer if they claim that giving you data is a threat to homeland security
- Ask for possible costs up front
- Ask StackExchange
- NICAR
- Working with Data
- Provenance matters
- Especially if you're using open data from places like Geo Commons. You need to understand where the data came from
- Not everything should be data
- Provenance matters
- Tools
- Hard
- R + RStudio
- QGIS
- Medium
- Carto DB
- High Charts
- Mapbox
- D3
- Easy
- Geo Coders
- Texas A&M has a good tool
- Check her site
- Hard