Data Science for Demography

• Kickoff: Quartas Demográficas talk
• Lesson #01
  • Platforms for Data Science
  • Google Colab
  • Python crash course (hello world, loops, list, list of lists, files)
• Lesson #02
  • Dictionaries and frequency tables
  • Functions fundamentals
• Lesson #03
  • Introduction to Pandas
  • Series vs Dataframe
  • Select vs Assign
  • Main methods
• Lesson #04
  • Exploring data with Pandas
  • iloc vs loc
  • boolean operators
• Lesson #05
  • Working with missing data
  • Imputation
  • Sanitation
  • Pivoting
  • Case study: titanic
• Lesson #06
  • Folium
  • Maps styles, markers, color and icon types
  • Marker clusters
  • Heatmap
  • Popups
• Lesson #07
  • Working with API
  • Case study: IBGE
  • Geojson Files
  • Creating choropleths maps