Panda challenge 2
annahiraetaYour responsibility is to aggregate the data to and showcase obvious trends in school performance.
Your final report should include each of the following:
District Summary
- Create a high level snapshot (in table form) of the 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
- Create an overview table that summarizes 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)
- Create a table that highlights the top 5 performing schools based on % Overall Passing. Include:
- 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)
- Create a table that highlights the bottom 5 performing schools based on % Overall Passing. Include all of the same metrics as above.
Math Scores by Grade**
- Create a table that lists the average Math Score for students of each grade level (9th, 10th, 11th, 12th) at each school.
Reading Scores by Grade
- Create a table that lists the average Reading Score for students of each grade level (9th, 10th, 11th, 12th) at each school.
Scores by School Spending
- Create a table that breaks down school performances based on average Spending Ranges (Per Student). Use 4 reasonable bins to group school spending. Include in the table each of the following:
- 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
- Repeat the above breakdown, but this time group schools based on a reasonable approximation of school size (Small, Medium, Large).
Scores by School Type
- Repeat the above breakdown, but this time group schools based on school type (Charter vs. District).
As final considerations:
- Use the pandas library and Jupyter Notebook.
- You must submit a link to your Jupyter Notebook with the viewable Data Frames.
- You must include a written description of at least two observable trends based on the data.
- See Example Solution for a reference on the expected format(attachment1).
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