Навчальне завдання з Python (data science) Task in English
5 завдань (документ додається)
Allowed Python3 functions & libraries/modules:
all built-in functions • matplotlib [5], numpy [4], pandas [3], scipy [9], sympy [8], sys, typin
Task 1
Load the ”.csv” data file as a Pandas dataframe, and remove rows that have missing data entries.
Task 2
a) Use Numpy to separately fit a 5th-degree polynomial to the rabbit and turtle data.
b) Display the resulting polynomial equations.
Task 3
Using Matplotlib, create a single graph that overlays the original rabbit and turtle input data and the resulting fitted polynomials (i.e. 2 datasets and two functions should be shown in total).
Task 4
a) Using Sympy, compute the mean velocity for both the rabbit and turtle using Equation 1 from 0–60 minutes.
b) Briefly comment on how these values compare to the arithmetic means of the original input data.
Task 5
a) The data set provided has missing data from .. minutes due to a technical glitch in the tracking technology.
Use SciPy to interpolate the velocities to generate data for the missing minutes for both the rabbit and turtle.
b) Create a single graph that overlays the original data and interpolated data.
c) Create and display a Pandas Dataframe (i.e. a table) that reports only the interpolated velocity of the missing minutes.
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