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https://github.com/jfaccioli/school-performance-pandas

A data analysis to showcase trends in school performance.
https://github.com/jfaccioli/school-performance-pandas

jupyter-notebook pandas python statistics

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A data analysis to showcase trends in school performance.

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# A data analysis using python and pandas to showcase trends in school performance.

![Education](Images/education.png)

## A data analysis to showcase trends in school performance using Pandas.

### District Summary

* District's key metrics, including:
* Total Schools
* Total Students
* Total Budget
* Average Math Score
* Average Reading Score
* % Passing Math (The percentage of students that passed math.)
* % Passing Reading (The percentage of students that passed reading.)
* % Overall Passing (The percentage of students that passed math **and** reading.)

### School Summary

* Key metrics about each school, including:
* School Name
* School Type
* Total Students
* Total School Budget
* Per Student Budget
* Average Math Score
* Average Reading Score
* % Passing Math (The percentage of students that passed math.)
* % Passing Reading (The percentage of students that passed reading.)
* % Overall Passing (The percentage of students that passed math **and** reading.)

### Top Performing Schools (By % Overall Passing)

* Top 5 performing schools based on % Overall Passing.
* School Name
* School Type
* Total Students
* Total School Budget
* Per Student Budget
* Average Math Score
* Average Reading Score
* % Passing Math (The percentage of students that passed math.)
* % Passing Reading (The percentage of students that passed reading.)
* % Overall Passing (The percentage of students that passed math **and** reading.)

### Bottom Performing Schools (By % Overall Passing)

* Bottom 5 performing schools based on % Overall Passing.

### Math Scores by Grade\*\*

* Average Math Score for students of each grade level (9th, 10th, 11th, 12th) at each school.

### Reading Scores by Grade

* Average Reading Score for students of each grade level (9th, 10th, 11th, 12th) at each school.

### Scores by School Spending

* School performances based on average Spending Ranges (Per Student).
* Average Math Score
* Average Reading Score
* % Passing Math (The percentage of students that passed math.)
* % Passing Reading (The percentage of students that passed reading.)
* % Overall Passing (The percentage of students that passed math **and** reading.)

### Scores by School Size

Groups based on a reasonable approximation of school size (Small, Medium, Large).

### Scores by School Type

Groups based on school type (Charter vs. District).