Coding questions · Amazon
Ensure Correct Numeric Ordering in Visit ID Comparison
This question evaluates understanding of data typing and comparison semantics in SQL and Python, specifically how string versus numeric representations affect ordering and sequencing; it is categorized under Data Manipulation (SQL/Python) and examines both conceptual understanding and practical application.
visits
+----------+---------+-----------+---------------------+
| visit_id | user_id | page | visit_ts |
+----------+---------+-----------+---------------------+
| '1' | 'u1' | '/home' | 2024-05-01 10:00:00 |
| '2' | 'u2' | '/home' | 2024-05-01 10:05:00 |
| '10' | 'u3' | '/home' | 2024-05-01 10:10:00 |
| '11' | 'u1' | '/about' | 2024-05-02 11:00:00 |
| '12' | 'u2' | '/about' | 2024-05-02 11:05:00 |
Scenario
Product analytics team has a Visits table where the primary key visit_id is stored as VARCHAR, even though it contains numeric strings. You need to analyze visit pairs for sequencing questions.
Question
Write an SQL query that returns all ordered pairs of visits (v1, v 2) such that v1.visit_id < v2.visit_id using lexicographic comparison on the VARCHAR visit_id column. Explain why directly using the < operator on VARCHAR IDs like '9' and '10' can yield unexpected ordering, and show how you would guarantee correct numeric ordering if required.
Hints
Think self-join: FROM visits t1 JOIN visits t2 ON t1.visit_id < t2.visit_id; discuss CAST/LPAD when numeric semantics are needed.
Lexicographic vs Numeric Comparison of VARCHAR IDs
Table visits
| column | type | constraints |
|---|---|---|
| visit_id | VARCHAR | PRIMARY KEY |
| user_id | VARCHAR | |
| page | VARCHAR | |
| visit_ts | TIMESTAMP |
Sample data:
| page | user_id | visit_id | visit_ts |
|---|---|---|---|
| /home | u1 | 1 | 2024-05-01 10:00:00 |
| /home | u2 | 2 | 2024-05-01 10:05:00 |
| /home | u3 | 10 | 2024-05-01 10:10:00 |
| /about | u1 | 11 | 2024-05-02 11:00:00 |
| /about | u2 | 12 | 2024-05-02 11:05:00 |
Expected output
Each row is an ordered pair of visit IDs (v1_visit_id, v2_visit_id) where v1.visit_id < v2.visit_id is evaluated using lexicographic string comparison, because visit_id is VARCHAR. With the sample data, the lexicographic order of IDs is '1', '10', '11', '12', '2', so comparisons like '10' < '2' are true and pairs such as ('10', '2') appear. If numeric ordering were required, visit_id should be compared after casting to a numeric type or after zero-padding to equal length.
| v1_visit_id | v2_visit_id |
|---|---|
| 1 | 10 |
| 1 | 11 |
| 1 | 12 |
| 1 | 2 |
| 10 | 11 |
| 10 | 12 |
| 10 | 2 |
| 11 | 12 |
| 11 | 2 |
| 12 | 2 |
Hints
- Use a self-join: FROM visits v1 JOIN visits v2 ON v1.visit_id < v2.visit_id.
- Lexicographic string comparison means '10' < '2' because '1' < '2'. To enforce numeric semantics, compare CAST(visit_id AS INTEGER/BIGINT) or compare LPAD(visit_id, N, '0') with a sufficiently large N.