Game Play Analysis III
Problem
Table: Activity
+--------------+---------+
| Column Name | Type |
+--------------+---------+
| player_id | int |
| device_id | int |
| event_date | date |
| games_played | int |
+--------------+---------+
(player_id, event_date) is the primary key (column with unique values) of this table.
This table shows the activity of players of some games.
Each row is a record of a player who logged in and played a number of games (possibly 0) before logging out on someday using some device.
Problem Definition
Write a solution to report for each player and date, how many games_played_so_far by the player. That is, the total number of games played by the player until that date.
Example
Output
Try It Yourself
-- TODO: Write your user queries here
Solution
To report the cumulative number of games each player has played up to each event date, we can utilize SQL's window functions. Specifically, the SUM() window function with appropriate partitioning and ordering allows us to calculate a running total (games_played_so_far) for each player across different dates.
- Select Relevant Columns: Retrieve
player_idandevent_dateto identify each player's activity on specific dates. - Calculate Cumulative Games Played: Use the
SUM()window function to compute a running total ofgames_playedfor each player, ordered byevent_date. - Order the Results: Although not required, ordering the results by
player_idandevent_datecan enhance readability.
SQL Query
SELECT player_id, event_date, SUM(games_played) OVER ( PARTITION BY player_id ORDER BY event_date ) AS games_played_so_far FROM Activity;
Step-by-Step Approach
Step 1: Select Player ID and Event Date
Retrieve each player's unique identifier (player_id) and the corresponding date (event_date) of their activity.
SQL Query:
SELECT player_id, event_date FROM Activity;
Explanation:
SELECT player_id, event_date:- Chooses the
player_idandevent_datecolumns to identify each player's activity on specific dates.
- Chooses the
FROM Activity:- Specifies the
Activitytable as the source of the data.
- Specifies the
Output After Step 1:
+-----------+------------+ | player_id | event_date | +-----------+------------+ | 1 | 2016-03-01 | | 1 | 2016-05-02 | | 1 | 2017-06-25 | | 3 | 2016-03-02 | | 3 | 2018-03-07 | +-----------+------------+
Step 2: Calculate Cumulative Games Played
Compute the total number of games each player has played up to and including each event_date.
SQL Query:
SELECT player_id, event_date, SUM(games_played) OVER ( PARTITION BY player_id ORDER BY event_date ) AS games_played_so_far FROM Activity;
Explanation:
SUM(games_played) OVER (PARTITION BY player_id ORDER BY event_date) AS games_played_so_far:SUM(games_played) OVER (...):- Applies the
SUM()window function to calculate a running total ofgames_played.
- Applies the
PARTITION BY player_id:- Divides the dataset into partitions for each
player_id, ensuring that the cumulative sum is calculated separately for each player.
- Divides the dataset into partitions for each
ORDER BY event_date:- Orders the events chronologically within each partition to ensure the running total accumulates correctly over time.
AS games_played_so_far:- Assigns an alias to the calculated cumulative sum for clarity in the results.
Output After Step 2:
+-----------+------------+--------------------+ | player_id | event_date | games_played_so_far| +-----------+------------+--------------------+ | 1 | 2016-03-01 | 5 | | 1 | 2016-05-02 | 11 | | 1 | 2017-06-25 | 12 | | 3 | 2016-03-02 | 0 | | 3 | 2018-03-07 | 5 | +-----------+------------+--------------------+
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