Showing posts with label index. Show all posts
Showing posts with label index. Show all posts

Monday, 18 February 2019

MongoDB Index in Python - Simple Index


Like RDBMS Systems MongoDB also provide Indexes to improve it's performance to process the query quicker and return the resultset. Mongo supports different type of indexes such as SingleKey, Compound, MultiKey, PartialKey and Text Indexes. We will look into these ones one by one.

Starting with Simple Index or One Key Index which use only one key from the collection/document [quivalent as  Table/Row in RDBMS systems], Let's see how -


Mongo Shell Command:  db.<collectionName>.createIndex({<field>:<direction>})
pyMongo Command:      db.<collectionName>.create_index([(<field>, <direction>)

Let's analyze the impact of Index creation on Query Performance, first via mongo shell, second in python - 

In MongoShell:

In our example, we are taking the collection 'people' as an example which has the field 'last_name'

db.people.find({last_name:'Tucker'}).explain('executionStats')

The above command will generate the executions stats for a query where last_name == Tuker .


as the execution plan shows, mongoDB scanned the whole collection (total 50747 documents for fetching 65 records) to fetch the result which is costly when your collection is big.

Now, Creating a Simple Index or Single Key Index

db.people.createIndex({"last_name":1}) 



Now, querying again the same - 

db.people.find({last_name:'Tucker'}).explain('executionStats')


This time MongoDB finds that there is an Index available on last_name columns which has been used to fetch the result. It scanned only 65 index keys to fetch 65 records. 

Single Key Index can be used in below scenarios - 
   - Querying on the range of Indexed Key values
   - Querying on selected values of Indexed Key

Advantage:
  - Returned result will be sorted by Index Key, no need to put a sort operation if sorting on the index key
  - Index key can be used in any sort order - Ascending or Descending

Consideration while Designing Single Key Index:
  - Do not create Single Key Index on each field available on collections, it will slow down the performance of select and write query both.





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Friday, 21 December 2018

Learn Mongo DB - Basics #1


While going through old pages, saw these mongoDB posts, so thought of continuing, We have already completed Installation of MongoDB, Now starting off with few basic commands which will help you to play around MongoDB :-)
==
Next Post on this Series and more on MongoDB can be find here -> LINK




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Friday, 28 August 2015

Datastage Transformer String Functions - Index





Index(String, Substring, Occurrence):   
   
It will returns starting character position of substring. We can use it as a 'grep' command of Linux when we have to check if given character or substring is existed in input string or not. 
        
Ex:-
1. Suppose, we have to check whether substring 'le' is existing in input column 'Incol' or not?

Transformation derivation  -
If Index(Incol, 'le', 1) > 0 then 'Exist' Else 'Not Exists'


2. Let's assume we are getting 'India' as a input string, what will be the output of below derivations?
     
Transformation derivation  -
Index('India', 'a', 1)         =  5
Index('India', 'i', 1)         =   4   # this will not give 1 as matching is case sensitive
Index('India', 'nd', 1)      =   2