[PYTHON] #We will automate the data aggregation of PES! part1

■ Introduction

Starting today, I will start writing "PES" x "Engineering" projects! What value can I create for esports in the midst of esports trends? I came up with some ideas, so I moved my hand.

The software described in this article was developed in Python. ■ Reference URL

** ★ Addition ★ I wrote an article for part2Article link **


■ The subject of this time is "data analysis"

▼ Flow of data analysis

-* ① Selection of analysis target * -* ② Data capture * -* ③ Formatting to data format * -* ④ Output * -* ⑤ Analysis (graphing, tabulation, etc.) * -* ⑥ Consideration *

▼ Is data analysis difficult?

Reasons why technology as an engineer is required
Reasons why skill as a player is required

Now to data analysis!

① Parameter selection

◆ Team stats ◆ Attack area ◆ Ball capture area

② Data capture

③ Molding into data format

Team stats and attack area come out numerically, so it's easy because you can apply it to the above format.

The problem is the ball capture area! After worrying, I decided to count how many times I took the ball in the area where the pitch was divided into vertical 5 (1 ~ 5) x horizontal 5 (A ~ E).

④ Output

⑤ Analysis ~ ⑥ Consideration


■ Can the player analyze it by himself?

[Book] of professional gamer Tokido (https://www.amazon.co.jp/%E4%B8%96%E7%95%8C%E4%B8%80%E3%81%AE%E3% 83% 97% E3% 83% AD% E3% 82% B2% E3% 83% BC% E3% 83% 9E% E3% 83% BC% E3% 81% 8C% E3% 82% 84% E3% 81% A3% E3% 81% A6% E3% 81% 84% E3% 82% 8B-% E5% 8A% AA% E5% 8A% 9B2-0-% E3% 81% A8% E3% 81% 8D% E3% It was also written in 81% A9 / dp / 4478108315),

Simply put, it is a division of labor. "You can devote the time used for analysis to practice time" or "FB analysis results to improve practice efficiency" By doing so, you will maximize your performance.


■ Engineering possibilities


■ Announcement


■ Self PR

I feel the future in the esports industry and want to form a parallel career. Would you like to join hands with me and set yourself apart from your rivals in the esports world? If you are interested, please contact us using the contact information below.

    *twitter ID : junya0001000*

I'm releasing the DM on Twitter.


■ Reference URL

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