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Took data through its entire analysis lifecycle (parsed and read raw HTML using internet requests and regex, analysed data and created numerical, used predictive modelling for the future values).

License: GNU General Public License v3.0

Python 0.12% HTML 95.34% Jupyter Notebook 4.54%
csv matplotlib pandas python raw-data regex scikitlearn-machine-learning seaborn raw-html-css

nuc-computer-analysis's Introduction

NUC Computer Analysis

I will be studying NUC (Next Unit of Computing) computers on the amazon.de. I will be analyzing 400 computers that appear in the search results when searching for the term nuc.

The table obdelani_podatki/nuci.csv contains the following information:

  • Its ID (string)
  • The description with which the NUC is presented on Amazon (string)
  • The price (float)
  • The value of the coupon that can be redeemed when purchasing the device (float)
  • The SSD of the computer (extracted with regular expressions from the description) (int)
  • The RAM of the computer (extracted with regular expressions from the description) (int)
  • The rating (float)
  • Whether the NUC is sponsored (bool)
  • The manufacturer of the computer (string)
  • The operating system of the computer (extracted with regular expressions from the description) (string)

The data is organized in the following way in the other auxiliary files:

In the file obdelani_podatki/operacijski_sistem.csv:

  • ID of the operating system
  • Name of the operating system

In the file obdelani_podatki/proizvajalci.csv:

  • ID of the NUC producer
  • Name of the NUC producer

In the file obdelani_podatki/ram.csv se nahajajo:

  • ID of the RAM
  • Quantity of RAM under this ID

In the file obdelani_podatki/ssd.csv se nahajajo:

  • ID of the SSD
  • Quantity of SSD under this ID

Working hypotheses:

  • At a similar price, are Intel's NUCs (which are supposed to be the leaders in this category) comparable to the others? How many computers does intel sell compared to all other manufacturers?
  • How does the price of a NUC increase with increasing RAM and SSD?
  • How does delivery time vary between computers? How does delivery time affect its rating?
  • How are the various data attributes (price, coupon value, number of ratings, delivery time, ...) correlated with each other?

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