How to resolve the algorithm Hash join step by step in the Ruby programming language
How to resolve the algorithm Hash join step by step in the Ruby programming language
Table of Contents
Problem Statement
An inner join is an operation that combines two data tables into one table, based on matching column values. The simplest way of implementing this operation is the nested loop join algorithm, but a more scalable alternative is the hash join algorithm. Implement the "hash join" algorithm, and demonstrate that it passes the test-case listed below. You should represent the tables as data structures that feel natural in your programming language. The "hash join" algorithm consists of two steps:
In pseudo-code, the algorithm could be expressed as follows: The order of the rows in the output table is not significant. If you're using numerically indexed arrays to represent table rows (rather than referring to columns by name), you could represent the output rows in the form [[27, "Jonah"], ["Jonah", "Whales"]].
Let's start with the solution:
Step by Step solution about How to resolve the algorithm Hash join step by step in the Ruby programming language
Purpose:
The provided Ruby code defines a hashJoin
method that performs a hash join between two tables based on specified indexes.
Implementation:
-
Hash Phase:
- The
group_by
method is used to group the rows oftable1
by the values of the column specified byindex1
. - The
default
value of the hash is set to an empty array to handle cases where a key is not present.
- The
-
Join Phase:
- For each row
r
intable2
, the value atindex2
is used as a key to retrieve a list of rows fromtable1
that have the same value atindex1
. - The rows from
table1
andtable2
are paired and collected into a single row. - The
flatten(1)
method is used to remove the nested array structure, resulting in a collection of rows.
- For each row
Example:
The provided example includes two tables:
table1
: Contains two columns: a unique ID and a name.table2
: Contains two columns: a name and a phobia.
The hashJoin
method is called with table1
, index1
(1 for the name column), table2
, and index2
(0 for the name column). The method returns rows that match the names from table1
and table2
.
Output:
The output of the code will be an array of rows containing both the table1 and table2 data:
[[27, "Jonah", "Whales"],
[27, "Jonah", "Spiders"],
[18, "Popeye", "Whales"],
[18, "Popeye", "Spiders"],
[28, "Glory", "Buffy"],
[28, "Alan", "Ghosts"],
[28, "Alan", "Zombies"]]
Source code in the ruby programming language
def hashJoin(table1, index1, table2, index2)
# hash phase
h = table1.group_by {|s| s[index1]}
h.default = []
# join phase
table2.collect {|r|
h[r[index2]].collect {|s| [s, r]}
}.flatten(1)
end
table1 = [[27, "Jonah"],
[18, "Alan"],
[28, "Glory"],
[18, "Popeye"],
[28, "Alan"]]
table2 = [["Jonah", "Whales"],
["Jonah", "Spiders"],
["Alan", "Ghosts"],
["Alan", "Zombies"],
["Glory", "Buffy"]]
hashJoin(table1, 1, table2, 0).each { |row| p row }
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