ryanorsinger

# Say we have a number of records per year
# And we need to get the percentage breakdown/makeup of a category for each year
# If we leave the column name as "SomeCategory", but it shows a percent, then we need to rename in order to keep the category's name

x = pd.DataFrame(df.groupby("year").SomeCategory.value_counts(normalize=True).round(2))
x.columns = ["percentage"]
x.reset_index()

ryanorsinger

Age,Attrition,BusinessTravel,DailyRate,Department,DistanceFromHome,Education,EducationField,EmployeeCount,EmployeeNumber,EnvironmentSatisfaction,Gender,HourlyRate,JobInvolvement,JobLevel,JobRole,JobSatisfaction,MaritalStatus,MonthlyIncome,MonthlyRate,NumCompaniesWorked,Over18,OverTime,PercentSalaryHike,PerformanceRating,RelationshipSatisfaction,StandardHours,StockOptionLevel,TotalWorkingYears,TrainingTimesLastYear,WorkLifeBalance,YearsAtCompany,YearsInCurrentRole,YearsSinceLastPromotion,YearsWithCurrManager
41,Yes,Travel_Rarely,1102,Sales,1,2,Life Sciences,1,1,2,Female,94,3,2,Sales Executive,4,Single,5993,19479,8,Y,Yes,11,3,1,80,0,8,0,1,6,4,0,5
49,No,Travel_Frequently,279,Research & Development,8,1,Life Sciences,1,2,3,Male,61,2,2,Research Scientist,2,Married,5130,24907,1,Y,No,23,4,4,80,1,10,3,3,10,7,1,7
37,Yes,Travel_Rarely,1373,Research & Development,2,2,Other,1,4,4,Male,92,2,1,Laboratory Technician,3,Single,2090,2396,6,Y,Yes,15,3,2,80,0,7,3,3,0,0,0,0
33,No,Travel_Frequently,1392,Research & Development,3,4,L

ryanorsinger

[
  {
      "quote": "We don't make mistakes, just happy little accidents.",
      "author": "Bob Ross"
  },
  {
      "quote": "Talent is a pursued interest. In other words, anything you are willing to practice, you can do.",
      "author": "Bob Ross"
  },
  {

ryanorsinger

What is Jointprob?

Jointprob is a probabilistic modelling and Bayesian statistics study group.

https://scicloj.github.io/docs/community/groups/jointprob/

Why is Scicloj organizing this Group

Scicloj is an open-source group working on a stack of tools and libraries for data science using the Clojure programming language.

A few of us care a lot about the probabilistic/Bayesian paradigm and find it a promising approach in general

ryanorsinger

Goal: Install rstan, cmdstan, and rethinking in order to work through Rethinking Statistics.

Computing Environment

• MacOS Monterrey running on M1 chip
• MacOS Big Sur running on an Intel chip
• Existing dependencies:
  • Installed XCode command line tools with xcode-select --install.
  • I installed R, RStudio, and could install and run other R packages.

Problem:

ryanorsinger

copy of https://github.com/microsoft/AcademicContent/blob/main/curricula.md

Curricula

Here you will find curated, semester-long experiences for students and educators who would like to use this MIT-licensed content in their classrooms.

Title	Description
Web Development for Beginners, 24 lessons	A curriculum with 24 lessons, assignments and five projects to build. Covers HTML, CSS and JavaScript. Also includes Pre- and Post- Quizzes. Made with teachers in mind, or as self paced learning
Machine Learning for Beginners, 25 lessons	A curriculum with 25 lessons with assignments covering classic Machine Learning primarily using Scikit-learn. Covers Regression, Classification, Clustering, NLP, Time Series Forecasting, and Reinforcement Learning, with two Applied ML lessons. Also inclu

ryanorsinger

ryanorsinger

# Consider the following

# This global variable is defined outside the scope of all functions
global_variable = 1

# The parameter is the "input variable". Calling the function "sends in" a value, assigning it to parameter_variable
# The scope of the parameter variable is only inside of a function
def add_one(parameter_variable):
    return global_variable + 1
  

ryanorsinger

ryanorsinger

I ran defaults -currentHost write -g AppleFontSmoothing -int 0 from the terminal and I've noticed that the display of my typing speed is now appropriate instead of feeling like the computer is borked.