Im currently trying to answer the following question(s) within the project mentioned above and I cant quite seem to get the percentages correct:

- What percentage of people without advanced education make more than 50K?
- What percentage of people with advanced education (
`Bachelors`

,`Masters`

, or`Doctorate`

) make more than 50K?

This is what I have at the moment:

```
# What percentage of people with advanced education (`Bachelors`, `Masters`, or `Doctorate`) make more than 50K?
higher_education = df[['education', 'salary']].loc[(df['education']== 'Bachelors') & (df['salary'] == '>50K') | ((df['education']== 'Masters') & (df['salary'] == '>50K')) | ((df['education']== 'Doctorate') & (df['salary'] == '>50K'))].value_counts().sum()
# Equals 44.59 for some reason
higher_education_rich = (higher_education / df['salary'].loc[(df['salary'] == '>50K')].value_counts().sum() )* 100
#What percentage of people without advanced education make more than 50K?
lower_education = df[['education', 'salary']].loc[
((df['education']== '1st-4th') & (df['salary'] == '>50K')) |
((df['education']== '5th-6th') & (df['salary'] == '>50K')) |
((df['education']== '9th') & (df['salary'] == '>50K')) |
((df['education']== '12th') & (df['salary'] == '>50K')) |
((df['education']== '7th-8th') & (df['salary'] == '>50K')) |
((df['education']== '11th') & (df['salary'] == '>50K')) |
((df['education']== '10th') & (df['salary'] == '>50K')) |
((df['education']== 'HS-grad') & (df['salary'] == '>50K'))].value_counts().sum()
print("Num of people making >50K with advanced education: ", higher_education)
print("Num of people making >50K with no advanced education: ", lower_education)
print("Total num of people making salary: ", df['salary'].count())
print('Percentage of salary that make >50K per educational standing: ', df[['salary', 'education']].loc[df['salary']=='>50K'].value_counts(normalize =True)*100)
# percentage with salary >50K; Answer=17.4
lower_education_rich = None
```

My question for you guys is what falls under the â€śadvanced educationâ€ť qualifications? as when I am computing just the ones mentioned I get 44.59% so I am thinking that either I am not including a category that is qualifies under â€śadvanced educationâ€ť or Im not understanding the question fully. I also would like to know if I am taking the right approach for calculating lower_education as well. Like do I include â€śsome collegeâ€ť, â€śAssoc-acdmâ€ť, â€śAssoc-vocâ€ť, â€śProf-schoolâ€ť in my â€ślower_educationâ€ť calculation? Any and all feedback on the topic at hand would be greatly appreciated.