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Tinder Interview Questions

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QuestionTopicDifficulty
Statistics
Medium

Write a function compute_deviation that takes in a list of dictionaries with a key and list of integers and returns a dictionary with the standard deviation of each list.

Note: This should be done without using the NumPy built-in functions.

Example:

Input:

input = [
    {
        'key': 'list1',
        'values': [4,5,2,3,4,5,2,3],
    },
    {
        'key': 'list2',
        'values': [1,1,34,12,40,3,9,7],
    }
]

Output:

 output = {'list1': 1.12, 'list2': 14.19}
Probability
Easy
Data Modeling
Hard
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Tinder Salaries by Position

$136K
$216K
Software Engineer
Median: $178K
Mean (Average): $178K
Data points: 30
Data Engineer*
$151K
$174K
Data Engineer
Median: $163K
Mean (Average): $163K
Data points: 2
$140K
$188K
ML Engineer
Median: $140K
Mean (Average): $158K
Data points: 3
Data Analyst*
$115K
Data Analyst
Median: $115K
Mean (Average): $115K
Data points: 1
Data Scientist*
$101K
$119K
Data Scientist
Median: $110K
Mean (Average): $110K
Data points: 2

Most data science positions fall under different position titles depending on the actual role.

From the graph we can see that on average the Software Engineer role pays the most with a $177,933 base salary while the Data Scientist role on average pays the least with a $110,000 base salary.

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