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Topics & tools include: Python Pandas, basic statistical analysis, OpenRefine, Carto, pandas, HTML, CSVs, APIs, csvkit, git/GitHub, cron, StackOverflow, data cleaning, command line tools, etc.
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API
Graphics
Mapping
Network Analysis
Pandas
Scraping
Text Analysis
README.md

README.md

Data Analysis Notebooks (Python)

Data analysis through python notebook

Classwork and homework assignments from Columbia Journalism School. Courses taught by Jonathan Soma.

Topics & tools include: Python, basic statistical analysis, OpenRefine, Carto, pandas, HTML, CSVs, APIs, csvkit, git/GitHub, cron, StackOverflow, data cleaning, command line tools, and more

Data Analysis using Pandas

  • Cherry Blossoms Data
  • Corperate Prosecution
  • National Electronic Injury Surveillance System Data (NEISS)
  • The Price of Weed
  • Animal Dataset
  • Billionaries

API Requests

  • Dark Sky API (Weather)
  • Last FM API (Music)

Scrapping

  • BeautifulSoup Scraping
  • Mines Data
  • NYTimes Front Page
  • Teaxs Barber Violations
  • Mines Data through Selenium
  • Maryland Business Licenses

Mapping

  • Chicago Food Desert
  • Using Geopandas
  • Basic Mapping
  • Spatial Joins
  • Column Joins
  • Using Basemap
  • Power Plant Mapping

Graphics/ Charts

  • Seaborns (Grapic Library)
  • House sales and time data
  • 311 Requests from NYPD
  • Visa Percent Change and Reshaping

Text Analysis

sentimental analysis, scikit-learn, text blob, etc.

  • Classifier
  • Cosine Similarity
  • Couting and Stemming
  • K-Means Clustering with scikit-learn
  • Hip Pop Lyrics
  • NRC Emotional Lexicon
  • Trump vs State of the Union address analysis
  • Wine Classifier
  • Naive Bayes (Machine Learning) etc

Network Analysis

  • Reshape and Build Graphs
  • Network Centrality
  • NetworkX Graphs (Source-Target DataFrame)
  • Marilyn Monroe Loves Visualization
  • Network Calculation and Visualization
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