Histogram

Menganalisis Data Bisnis di SQL

Michel Semaan

Data Scientist

Ringkasan histogram

Histogram: Memvisualisasikan frekuensi tiap nilai dalam suatu dataset

Tabel frekuensi

orders  users
------  -----
1       7
2       42
3       65
...     ...

Histogram pesanan per pengguna

Menganalisis Data Bisnis di SQL

Histogram - kueri (I)

WITH user_orders AS (
  SELECT
    user_id,
    COUNT(DISTINCT order_id) AS orders
  FROM meals
  JOIN orders ON meals.meal_id = orders.meal_id
  GROUP BY user_id)

SELECT orders, COUNT(DISTINCT user_id) AS users FROM user_orders GROUP BY orders ORDER BY orders ASC;
Menganalisis Data Bisnis di SQL

Histogram - kueri (II)

WITH user_revenues AS (
  SELECT
    user_id,
    SUM(meal_price * order_quantity) AS revenue
  FROM meals
  JOIN orders ON meals.meal_id = orders.meal_id
  GROUP BY user_id)

SELECT ROUND(revenue :: NUMERIC, -2) AS revenue_100, COUNT(DISTINCT user_id) AS users FROM user_revenues GROUP BY revenue_100 ORDER BY revenue_100 ASC;
Menganalisis Data Bisnis di SQL

Memplot histogram

Microsoft Excel

Google Sheets

matplotlib

ggplot2

Menganalisis Data Bisnis di SQL

Apa yang ditunjukkan histogram?

Histogram berbentuk U

Histogram berbentuk U

  • Banyak pengguna dengan pendapatan rendah dan tinggi; sedikit dengan pendapatan median

Histogram normal

Histogram normal

  • Banyak pengguna dengan pendapatan median; sedikit dengan pendapatan rendah atau tinggi
Menganalisis Data Bisnis di SQL

Histogram

Menganalisis Data Bisnis di SQL

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