β–ˆβ–ˆ    β–ˆβ–ˆ β–ˆβ–ˆ    β–ˆβ–ˆ  β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ  β–ˆβ–ˆ  β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ  β–ˆβ–ˆ    β–ˆβ–ˆ β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ  β–ˆβ–ˆ    β–ˆβ–ˆ
 β–ˆβ–ˆ  β–ˆβ–ˆ  β–ˆβ–ˆ    β–ˆβ–ˆ β–ˆβ–ˆ       β–ˆβ–ˆ β–ˆβ–ˆ    β–ˆβ–ˆ β–ˆβ–ˆ    β–ˆβ–ˆ β–ˆβ–ˆ      β–ˆβ–ˆ   β–ˆβ–ˆ  β–ˆβ–ˆ  β–ˆβ–ˆ 
  β–ˆβ–ˆβ–ˆβ–ˆ   β–ˆβ–ˆ    β–ˆβ–ˆ β–ˆβ–ˆ   β–ˆβ–ˆβ–ˆ β–ˆβ–ˆ β–ˆβ–ˆ    β–ˆβ–ˆ β–ˆβ–ˆ    β–ˆβ–ˆ β–ˆβ–ˆβ–ˆβ–ˆβ–ˆ   β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ    β–ˆβ–ˆβ–ˆβ–ˆ  
   β–ˆβ–ˆ    β–ˆβ–ˆ    β–ˆβ–ˆ β–ˆβ–ˆ    β–ˆβ–ˆ β–ˆβ–ˆ β–ˆβ–ˆ β–„β–„ β–ˆβ–ˆ β–ˆβ–ˆ    β–ˆβ–ˆ β–ˆβ–ˆ      β–ˆβ–ˆ   β–ˆβ–ˆ    β–ˆβ–ˆ   
   β–ˆβ–ˆ     β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ   β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ  β–ˆβ–ˆ  β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ   β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ  β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ β–ˆβ–ˆ   β–ˆβ–ˆ    β–ˆβ–ˆ   
                                  β–€β–€
Timeline - Execution started 02/05/2026 06:38 UTC
By Guilherme Ruiz

Table of Contents ΒΆ

  • 1 Data preparation
    • 1.1 Load data
    • 1.2 Merge data
  • 2 Data visualization
    • 2.1 Debut
      • 2.1.1 By Format
      • 2.1.2 By Region
      • 2.1.3 By Card type
      • 2.1.4 By Primary type
      • 2.1.5 By Secondary type
      • 2.1.6 By Attribute
      • 2.1.7 By Monster type
      • 2.1.8 By Level/Rank
      • 2.1.9 By Pendulum scale
      • 2.1.10 By Link
      • 2.1.11 By ATK
      • 2.1.12 By DEF
    • 2.2 Last release
      • 2.2.1 By Region
      • 2.2.2 By Card type
      • 2.2.3 By Primary type
      • 2.2.4 By Secondary type
      • 2.2.5 By Attribute
      • 2.2.6 By Monster type
      • 2.2.7 By Level/Rank
      • 2.2.8 By Pendulum scale
      • 2.2.9 By Link
      • 2.2.10 By ATK
      • 2.2.11 By DEF
    • 2.3 All releases
      • 2.3.1 By Region
      • 2.3.2 By Card type
      • 2.3.3 By Primary type
      • 2.3.4 By Secondary type
      • 2.3.5 By Attribute
      • 2.3.6 By Monster type
      • 2.3.7 By Level/Rank
      • 2.3.8 By Pendulum scale
      • 2.3.9 By Link
      • 2.3.10 By ATK
      • 2.3.11 By DEF
  • 3 Merge failed
    • 3.1 Names missing
    • 3.2 Card number missing
  • 4 Epilogue

1 Data preparationΒΆ

1.1 Load dataΒΆ

Cards data loaded from ../data/cards_data_20260502T0603Z.bz2

Speed data loaded from ../data/speed_data_20260502T0611Z.bz2

Sets data loaded from ../data/sets_data_20260502T0612Z.bz2

1.2 Merge dataΒΆ

2 Data visualizationΒΆ

Rush duel and Bandai cards are not included.

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2.1 DebutΒΆ

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2.1.1 By FormatΒΆ

Monsters' debut per format

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Debuts per date for each format

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2.1.2 By RegionΒΆ

Obs: Debut by region is taken from earliest release date in set lists. It may not be as accurate as card specific properties.

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First releases per date

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2.1.3 By Card typeΒΆ

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2.1.4 By Primary typeΒΆ

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2.1.5 By Secondary typeΒΆ

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2.1.6 By AttributeΒΆ

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2.1.7 By Monster typeΒΆ

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2.1.8 By Level/RankΒΆ

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2.1.9 By Pendulum scaleΒΆ

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2.1.10 By LinkΒΆ

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2.1.11 By ATKΒΆ

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2.1.12 By DEFΒΆ

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2.2 Last releaseΒΆ

Obs: Only the last release of an individual card name

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2.2.1 By RegionΒΆ

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Last releases by date

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2.2.2 By Card typeΒΆ

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2.2.3 By Primary typeΒΆ

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2.2.4 By Secondary typeΒΆ

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2.2.5 By AttributeΒΆ

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2.2.6 By Monster typeΒΆ

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2.2.7 By Level/RankΒΆ

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2.2.8 By Pendulum scaleΒΆ

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2.2.9 By LinkΒΆ

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2.2.10 By ATKΒΆ

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2.2.11 By DEFΒΆ

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2.3 All releasesΒΆ

Obs: All releases includes reprints

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2.3.1 By RegionΒΆ

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2.3.2 By Card typeΒΆ

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2.3.3 By Primary typeΒΆ

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2.3.4 By Secondary typeΒΆ

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2.3.5 By AttributeΒΆ

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2.3.6 By Monster typeΒΆ

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2.3.7 By Level/RankΒΆ

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2.3.8 By Pendulum scaleΒΆ

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2.3.9 By LinkΒΆ

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2.3.10 By ATKΒΆ

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2.3.11 By DEFΒΆ

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3 Merge failedΒΆ

3.1 Names missingΒΆ

Likely due to card being renamed but the old name kept in the set lists

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3.2 Card number missingΒΆ

Likely old OCG cards without card number

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4 EpilogueΒΆ

Execution completed 02/05/2026 06:54 UTC 
Notebook saved to disk