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Data analysis of dataset featuring input and output of transcoding executed on a defined hardware

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Data Analysis of youtube transcoding measurements

File description

The repository contains following files:

  • model_transcoding_mesurment.ipynb contain the models and training and their accuracy score along some plots.
  • transcoding_mesurment.tsv contain the dataset we will be using to predict transcoding time .
  • transcoding_mesurment_vizualisation.ipynb contains the data analysis of the dataset through plots and the data preprocessing later used in model_transcoding_mesurment.ipynb.
  • image_presentation_python contains interestings plot save for the ppt .
  • youtube_videos_vizualisation.ipynb contain the data vizualisation for the other dataset youtube_videos.tsv.
  • Python_project_presentation.pptx contain the presentation of the project.
  • README.md this file

Data description

This section is about the transcoding_mesurment.tsv dataset:

  • id video id of the video .
  • duration duration of the video in seconds.
  • codec coding standard used for the video .
  • width width of the video in pixel.
  • bitrate bitrate bitrate(video) = video bitrate .
  • framerate height of the video in pixel. .
  • i number of i frames in the video .
  • p number of p frames in the video .
  • b number of b frames in the video .
  • frames number of frames in the video .
  • i_size total size in byte of i videos .
  • p_size total size in byte of p videos .
  • b_size total size in byte of b videos .
  • size total size in byte of videos .
  • o_codec output codec used for transcoding .
  • o_bitrate output bitrate used for transcoding .
  • o_framerate output framerate used for transcoding.
  • o_width output width in pixel used for transcoding.
  • o_height output height in pixel used for transcoding.
  • umem total codec allocated memory for transcoding .
  • utime total transcoding time for transcoding the data we try to predict

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Data analysis of dataset featuring input and output of transcoding executed on a defined hardware

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