listenkit

job_demo - complete - 18.4s

The Import Report

What we found, what we cleaned, and what is ready to go.

ExportPush ->
Found
0
Cleaned
0
bad rows removed
Merged
0
duplicates collapsed
Final archive
0
clean plays

Sources

Where each play came from

Spotify312,804 - 2016 - 2024
Apple Music142,661 - 2019 - 2025
Last.fm31,927 - 2014 - 2018
Plays per month - 2014 to 2025
20142017202020232025

Removed

Stripped during clean

  • podcasts8,910
  • skips19,882
  • videos1,204
  • missing metadata11,212

Top artists

  1. 01Radiohead4,812
  2. 02Kendrick Lamar3,944
  3. 03Mitski3,201
  4. 04Frank Ocean2,889
  5. 05Phoebe Bridgers2,404

Top tracks

  1. 01
    Pyramid Song
    Radiohead
    412
  2. 02
    Nights
    Frank Ocean
    388
  3. 03
    Your Best American Girl
    Mitski
    351

Could not fix

We will not pretend these are solved. Here is exactly what is still messy.

  • Last.fm timestamp ceiling
    31,927
  • Tracks with no album metadata
    2,140
  • Ambiguous artist match, for example The The
    84