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Ringkasan Statistik dan Window Functions di PostgreSQL

Michel Semaan

Data Scientist

Apa itu paging?

Paging: Membagi data menjadi bagian (kurang lebih) sama besar
Kegunaan
- Banyak API mengembalikan data per "halaman" untuk mengurangi data yang dikirim
- Memisahkan data menjadi kuartil atau sepertiga (atas, tengah 33%, dan bawah) untuk menilai kinerja

Masuk: NTILE

NTILE(n) membagi data menjadi n halaman yang kira-kira sama

Paging - Tabel sumber

Kueri

SELECT
  DISTINCT Discipline
FROM Summer_Medals;

Bagi data menjadi 15 halaman berukuran kira-kira sama
$67 / 15 \simeq 4$, jadi tiap halaman berisi empat atau lima baris

Hasil

| Discipline          |
|---------------------|
| Wrestling Freestyle |
| Archery             |
| Baseball            |
| Lacrosse            |
| Judo                |
| Athletics           |
| ...                 |

(67 baris)

Paging

Kueri

WITH Disciplines AS (
  SELECT
    DISTINCT Discipline
  FROM Summer_Medals)

SELECT
  Discipline, NTILE(15) OVER () AS Page
From Disciplines
ORDER BY Page ASC;

Hasil

| Discipline          | Page |
|---------------------|------|
| Wrestling Freestyle | 1    |
| Archery             | 1    |
| Baseball            | 1    |
| Lacrosse            | 1    |
| Judo                | 1    |
| Athletics           | 2    |
| ...                 | ...  |

Sepertiga atas, tengah, bawah

Kueri

WITH Country_Medals AS (
  SELECT
    Country, COUNT(*) AS Medals
  FROM Summer_Medals
  GROUP BY Country),

SELECT
  Country, Medals,
  NTILE(3) OVER (ORDER BY Medals DESC) AS Third
FROM Country_Medals;

Hasil

| Country | Medals | Third |
|---------|--------|-------|
| USA     | 4585   | 1     |
| URS     | 2049   | 1     |
| GBR     | 1720   | 1     |
| ...     | ...    | ...   |
| CZE     | 56     | 2     |
| LTU     | 55     | 2     |
| ...     | ...    | ...   |
| DOM     | 6      | 3     |
| BWI     | 5      | 3     |
| ...     | ...    | ...   |

Rata-rata per sepertiga

Kueri

WITH Country_Medals AS (...),

  Thirds AS (
  SELECT
    Country, Medals,
    NTILE(3) OVER (ORDER BY Medals DESC) AS Third
  FROM Country_Medals)

SELECT
  Third,
  ROUND(AVG(Medals), 2) AS Avg_Medals
FROM Thirds
GROUP BY Third
ORDER BY Third ASC;

Hasil

| Third | Avg_Medals |
|-------|------------|
| 1     | 598.74     |
| 2     | 22.98      |
| 3     | 2.08       |

Ayo berlatih!

Ringkasan Statistik dan Window Functions di PostgreSQL