How does one make an Amplitude vs. Frequency plot?

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SUMMARY

The discussion centers on creating an amplitude vs. frequency plot using Python, specifically leveraging the SciPy FFT function and Matplotlib for visualization. The user initially struggled with extracting amplitude from sine wave data but realized that utilizing the standard SciPy FFT function simplifies the process significantly. The key takeaway is that one can efficiently generate the desired plot by applying FFT to the time series data and then plotting the results using Matplotlib.

PREREQUISITES
  • Understanding of sine wave data and time series analysis
  • Familiarity with Python programming
  • Knowledge of the SciPy library, particularly the FFT function
  • Experience with Matplotlib for data visualization
NEXT STEPS
  • Learn how to implement the SciPy FFT function for frequency analysis
  • Explore Matplotlib for creating various types of plots
  • Study the concept of frequency resolution in signal processing
  • Investigate additional libraries for advanced signal processing in Python
USEFUL FOR

Students in physics or engineering courses, data analysts, and anyone interested in signal processing and data visualization using Python.

Daniel Sellers
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I am working on homework for a physics lab course and I am asked to write a python function which will produce an amplitude v.s frequency plot. In a previous problem I wrote a function which simulates data from a sine wave in the form of a time series; the new function should be able to take this data as input and produce a plot.

I am somewhat at a loss as to where to begin with this problem. I have worked some with amplitude vs frequency plots in the lab, but I haven't been asked to produce one before and after a couple hours I still don't have a starting point.

To be clear, I'm not asking for programming advice, I'll figure out the code after I know what I'm doing conceptually.

I have calculated ∆v, the frequency resolution which depends on the sampling frequency and number of data points taken but I am stuck on this: given a set of data points from a sine wave, how do I extract the amplitude of each frequency component?

Sorry if the language used here is somewhat unclear, I will happily clarify anything doesn't make sense above.
 
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Yes, it turns out that I just needed to work the standard scipy fft function into my own function and configure it to accept a time series array as input.

Thanks for your reply, turns out I was just overcomplicating things by trying to write a function to plot amplitude vs. frequency from scratch.
 

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