see https://m00nd00r.github.io/Student-Intervention/ for project info
This project requires Python 2 and uses the Anaconda Python distribution. If you haven't already please download and install Anaconda.
Instructions:
-
Clone the repository and navigate to the downloaded folder.
git clone https://github.com/m00nd00r/Student-Intervention.git cd Student-Intervention
-
Obtain the necessary Python packages.
For Mac/OSX/Linux:
conda env create -f requirements/intervention-osx.yml source activate intervention
For Windows:
conda env create -f requirements/intervention-windows.yml activate intervention
Code is in the student_intervention.ipynb
notebook file.
In a terminal or command window, navigate to the top-level project directory student_intervention/
(that contains this README) and run the following command:
jupyter notebook student_intervention.ipynb
This will open the Jupyter Notebook software and project file in your browser.
The dataset used in this project is included as student-data.csv
. This dataset has the following attributes:
school
: student's school (binary: "GP" or "MS")sex
: student's sex (binary: "F" - female or "M" - male)age
: student's age (numeric: from 15 to 22)address
: student's home address type (binary: "U" - urban or "R" - rural)famsize
: family size (binary: "LE3" - less or equal to 3 or "GT3" - greater than 3)Pstatus
: parent's cohabitation status (binary: "T" - living together or "A" - apart)Medu
: mother's education (numeric: 0 - none, 1 - primary education (4th grade), 2 - 5th to 9th grade, 3 - secondary education or 4 - higher education)Fedu
: father's education (numeric: 0 - none, 1 - primary education (4th grade), 2 - 5th to 9th grade, 3 - secondary education or 4 - higher education)Mjob
: mother's job (nominal: "teacher", "health" care related, civil "services" (e.g. administrative or police), "at_home" or "other")Fjob
: father's job (nominal: "teacher", "health" care related, civil "services" (e.g. administrative or police), "at_home" or "other")reason
: reason to choose this school (nominal: close to "home", school "reputation", "course" preference or "other")guardian
: student's guardian (nominal: "mother", "father" or "other")traveltime
: home to school travel time (numeric: 1 - <15 min., 2 - 15 to 30 min., 3 - 30 min. to 1 hour, or 4 - >1 hour)studytime
: weekly study time (numeric: 1 - <2 hours, 2 - 2 to 5 hours, 3 - 5 to 10 hours, or 4 - >10 hours)failures
: number of past class failures (numeric: n if 1<=n<3, else 4)schoolsup
: extra educational support (binary: yes or no)famsup
: family educational support (binary: yes or no)paid
: extra paid classes within the course subject (Math or Portuguese) (binary: yes or no)activities
: extra-curricular activities (binary: yes or no)nursery
: attended nursery school (binary: yes or no)higher
: wants to take higher education (binary: yes or no)internet
: Internet access at home (binary: yes or no)romantic
: with a romantic relationship (binary: yes or no)famrel
: quality of family relationships (numeric: from 1 - very bad to 5 - excellent)freetime
: free time after school (numeric: from 1 - very low to 5 - very high)goout
: going out with friends (numeric: from 1 - very low to 5 - very high)Dalc
: workday alcohol consumption (numeric: from 1 - very low to 5 - very high)Walc
: weekend alcohol consumption (numeric: from 1 - very low to 5 - very high)health
: current health status (numeric: from 1 - very bad to 5 - very good)absences
: number of school absences (numeric: from 0 to 93)passed
: did the student pass the final exam (binary: yes or no)