/data-analysis-examples

R, SPSS, Tableau, Python, LaTeX

Primary LanguageJupyter Notebook

Data Analysis

This contains snippets of code working with a variety of data analysis tools including Python (pandas, scikit-learn), R, SPSS (Syntax), and Tableau.

Python/LifelineChat - My final project for the General Assembly Data Science course.

  • I used data models to create chat metrics and attempt to identify patterns for at-risk users.
  • Chat metrics were created using a Logistic Regression to determine an ideal chat time (comparing length of chat to survey question if users found chat helpful).
  • Identifying patterns for at-risk users used a Multinomial Naive Bayes Classifier using TF-IDF Vectorizer to identify keywords to watch out for (unigram, bigram, trigrams) based on survey question if users responded they have thoughts of suicide.

Chat Helpfulness with Time Spent

R

  • intro_class: My notes from a GILT sponsored introduction class on using R (loading data, data manipulation, plotting).
  • va_concurrent_calls: Plotting of concurrent calls per hour from the VA

SPSS/h2h_satisfaction_survey - Results of the H2H Employee Satisfaction and Clinical Supervision Survey All H2H Staff were invited to participate in the survey through a SurveyMonkey survey. Survey assessed variables (largely through Likert responses on a continuous 5-point scale) including:

  • Background (demographic variables: Age, Employment History: length of employment, perceived fairness of compensation, on-the-job learning, perceived opportunities for growth)
  • Professional Quality of Life (compassion satisfaction, compassion fatigure: burnout + secondary traumatic stress)
  • Supervision Rating (safe base, reflection education, structure)

Tableau - Report template that I created for our organization's reports (details in private repo)

  • R_integration: Example of how to integrate a Tableau Report along with R