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elasticsearch.py
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# -*- coding: utf-8 -*-
"""Aditya Kumar_Elasticsearch_March05.ipynb
Automatically generated by Colaboratory.
Original file is located at
https://colab.research.google.com/drive/1ODTxN3CpoW6Tad8_7C-Ali2WXELD6i8-
# Spotlight on Amazon Elasticsearch Service
**Name : Aditya Kumar**
## What is Elasticsearch?
Elasticsearch is a search engine based on the Lucene library which uses **BM25** under the hood. Apart from being open-source, tt is distributed in nature meaning it can scale quite easily and works with schema-free JSON documents. To learn more about Lucene and opensource Elasticsearch please do look at the detailed [Lucene and Elasticsearch Spotlight by Minreng](https://github.com/tamucse670/2020.spring.spotlight/blob/master/Minreng%20Wu_Lucene%20and%20Elasticsearch_Feb27.ipynb).
## Amazon Elasticsearch Service
AWS Elasticsearch Service is a fully managed service making it easier for developers to deploy Elasticsearch cost effectively at scale. It also provides various security features that you can use to make your APIs secure. The service provides support for open source Elasticsearch APIs, managed Kibana, integration with Logstash and other AWS services, and built-in alerting and SQL querying.
### Benefits
1. **Easy to deploy and manage** - Be ready in minutes!
2. **Highly scalable and available** - Upto 3 PB data in a single cluster
3. **Highly secure** - Isolation using Amazon virtual private cloud (VPC) and encryption
4. **Cost-Effective** - pay for what you use
5. **Perform search in near real time** - slight latency(~1sec) to index a document
### Disadvantage
1. Elasticsearch does not have multi-language support
2. Works only with JSON unlike Apache Solr which can work with CSV, XML and JSON formats
### Key Concepts
1. Node - single instance running Elasticsearch
2. Cluster - a collection of one or more nodes. It is responsible for providing indexing and search capabilities.
3. Index - a collection of different type of documents and their properties
4. Document - collection of fields. Basic unit of information that can be indexed.
### Comparison with Relational database
| Elasticsearch | RDBMS |
| --- | --- |
| Cluster | Collection of Database |
| Shard | Shard |
| Index | Database |
| Type | Table |
| Mapping | Schema |
| Field | Column |
| Document (JSON Object) | Row |
| ID | Primary Key |
## Creating and setting up the cluster
**NOTE: Following these instructions should not cost you anything. Remember to KILL the cluster as soon as you are done.**
1. Login to your AWS account and go to AWS Management Console. Search and select Elasticsearch Service
![page_0.png](https://github.com/aditya30394/Spotlight-on-AWS-Elasticsearch/blob/master/page_0.png?raw=true)
2. You should see a page similar to the one below. Click on create a new domain.
![page_1.png](https://github.com/aditya30394/Spotlight-on-AWS-Elasticsearch/blob/master/page_1.png?raw=true)
3. Select development and test on the next screen.
![page_2.png](https://github.com/aditya30394/Spotlight-on-AWS-Elasticsearch/blob/master/page_2.png?raw=true)
4. Chnage the instance type to **t2.small.elasticsearch**. This is **important if you don't want to be surprised with a bill from Amazon**. Keep the number of nodes to be 1. In actual deployment this will be more than 1.
![page_3.png](https://github.com/aditya30394/Spotlight-on-AWS-Elasticsearch/blob/master/page_3.png?raw=true)
5. For this tutorial don't enable the dedicated master node. Again, in actual deployment you would not do this and will typically have 2-3 master nodes in your cluster.
![page_4.png](https://github.com/aditya30394/Spotlight-on-AWS-Elasticsearch/blob/master/page_4.png?raw=true)
6. Select public access for this tutorial.
![page_5.png](https://github.com/aditya30394/Spotlight-on-AWS-Elasticsearch/blob/master/page_5.png?raw=true)
7. Select Custome access policy and in the dropdown menu select "IPv4 address". Disable the HTTPS encryption too.
![page_6.png](https://github.com/aditya30394/Spotlight-on-AWS-Elasticsearch/blob/master/page_6.png?raw=true)
8. Review the configurations
![page_7.png](https://github.com/aditya30394/Spotlight-on-AWS-Elasticsearch/blob/master/page_7.png?raw=true)
9. Click confirm
![page_8.png](https://github.com/aditya30394/Spotlight-on-AWS-Elasticsearch/blob/master/page_8.png?raw=true)
10. It will take about 10 minutes for the cluster to be ready.
![page_9.png](https://github.com/aditya30394/Spotlight-on-AWS-Elasticsearch/blob/master/page_9.png?raw=true)
## Intalling the required packages/libraries
```
# Use the following commands to install the required packages
pip3 install boto3
pip3 install elasticsearch
pip3 install requests
pip3 install requests-aws4auth
```
"""
!pip3 install boto3
!pip3 install elasticsearch
!pip3 install requests
!pip3 install requests-aws4auth
"""## Import the python packages"""
from elasticsearch import Elasticsearch, RequestsHttpConnection
from requests_aws4auth import AWS4Auth
import boto3
"""## Setup the AWS credentials
Go through the steps mentioned in this [article to get access and secret key](https://aws.amazon.com/blogs/security/wheres-my-secret-access-key/)
"""
settings = {
'AWS_SERVER_PUBLIC_KEY': 'AKIAINS6HLDOO6PGO7UA',
'AWS_SERVER_SECRET_KEY': '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'
}
session = boto3.Session(
aws_access_key_id=settings['AWS_SERVER_PUBLIC_KEY'],
aws_secret_access_key=settings['AWS_SERVER_SECRET_KEY'],
)
"""## Set Elaseticsearch parameters"""
# you get this from the dashboard - Endpoint
host = 'search-example-igxdsiji3i7zqcu6jdth5n4uoe.us-east-2.es.amazonaws.com'
# check the region you are using in the AWS console
region = 'us-east-2'
# Elasticsearch
service = 'es'
"""## Make a connection to the cluster"""
credentials = session.get_credentials()
awsauth = AWS4Auth(credentials.access_key, credentials.secret_key, region, service, session_token=credentials.token)
es = Elasticsearch(
hosts = [{'host': host, 'port': 80}],
http_auth = awsauth,
connection_class = RequestsHttpConnection
)
"""## Delete the movies index if it exists"""
es.indices.delete(index='movies', ignore=[400, 404])
"""## Create a movies index"""
print("creating 'example_index' index...")
es.indices.create(index = 'movies')
"""## Lets add one movie to our cluster"""
# Content of our madeup movie
document = {
"directors": [
"CSCE 670 Spotlight"
],
"release_date": "2013-01-18T00:00:00Z",
"rating": 8.4,
"genres": [
"Comedy",
"Drama"
],
"image_url": "https://m.media-amazon.com/images/M/MV5BMTQxNTc3NDM2MF5BMl5BanBnXkFtZTcwNzQ5NTQ3OQ@@._V1_SX400_.jpg",
"plot": "Informative homework",
"title": "AWS Elasticsearch Spotlight",
"rank": 100000,
"running_time_secs": 5400,
"actors": [
"Joseph Gordon-Levitt",
"Scarlett Johansson",
"Julianne Moore"
],
"year": 2023
}
es.index(index="movies", doc_type="movie", id="5", body=document)
"""## Search using unique identifier"""
es.search(body={ "query": {
"terms": {
"_id": [ "5" ]
}
}}, index = 'movies')
"""## Inserting data in bulk
In the previous example, we added just 1 document to our cluster. Elasticsearch provides a bulk API which can be used to insert JSON documents at a time.
For this tutorial, you can get the data from [here](https://drive.google.com/open?id=11kmeIo0YofiJyotcM9eFORNKh4am2lFE)
The API takes a string as input where each line ends with "\n". Here I am using the string directly but feel free to use the file if you want. Please note that there is a difference in the query structure.
I am adding close to 250 movies so that we can make some queries later on.
"""
bulk_data="""{ "index": { "_index": "movies", "_type": "movie", "_id": "tt2229499" } }
{"directors":["Joseph Gordon-Levitt"],"release_date":"2013-01-18T00:00:00Z","rating":7.4,"genres":["Comedy","Drama"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTQxNTc3NDM2MF5BMl5BanBnXkFtZTcwNzQ5NTQ3OQ@@._V1_SX400_.jpg","plot":"A New Jersey guy dedicated to his family, friends, and church, develops unrealistic expectations from watching porn and works to find happiness and intimacy with his potential true love.","title":"Don Jon","rank":1,"running_time_secs":5400,"actors":["Joseph Gordon-Levitt","Scarlett Johansson","Julianne Moore"],"year":2013}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt1979320" } }
{"directors":["Ron Howard"],"release_date":"2013-09-02T00:00:00Z","rating":8.3,"genres":["Action","Biography","Drama","Sport"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTQyMDE0MTY0OV5BMl5BanBnXkFtZTcwMjI2OTI0OQ@@._V1_SX400_.jpg","plot":"A re-creation of the merciless 1970s rivalry between Formula One rivals James Hunt and Niki Lauda.","title":"Rush","rank":2,"running_time_secs":7380,"actors":["Daniel Brühl","Chris Hemsworth","Olivia Wilde"],"year":2013}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt1392214" } }
{"directors":["Denis Villeneuve"],"release_date":"2013-08-30T00:00:00Z","rating":8.2,"genres":["Crime","Drama","Thriller"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTg0NTIzMjQ1NV5BMl5BanBnXkFtZTcwNDc3MzM5OQ@@._V1_SX400_.jpg","plot":"When Keller Dover's daughter and her friend go missing, he takes matters into his own hands as the police pursue multiple leads and the pressure mounts. But just how far will this desperate father go to protect his family?","title":"Prisoners","rank":3,"running_time_secs":9180,"actors":["Hugh Jackman","Jake Gyllenhaal","Viola Davis"],"year":2013}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt1951264" } }
{"directors":["Francis Lawrence"],"release_date":"2013-11-11T00:00:00Z","genres":["Action","Adventure","Sci-Fi","Thriller"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTAyMjQ3OTAxMzNeQTJeQWpwZ15BbWU4MDU0NzA1MzAx._V1_SX400_.jpg","plot":"Katniss Everdeen and Peeta Mellark become targets of the Capitol after their victory in the 74th Hunger Games sparks a rebellion in the Districts of Panem.","title":"The Hunger Games: Catching Fire","rank":4,"running_time_secs":8760,"actors":["Jennifer Lawrence","Josh Hutcherson","Liam Hemsworth"],"year":2013}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt1981115" } }
{"directors":["Alan Taylor"],"release_date":"2013-10-30T00:00:00Z","genres":["Action","Adventure","Fantasy"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTQyNzAwOTUxOF5BMl5BanBnXkFtZTcwMTE0OTc5OQ@@._V1_SX400_.jpg","plot":"Faced with an enemy that even Odin and Asgard cannot withstand, Thor must embark on his most perilous and personal journey yet, one that will reunite him with Jane Foster and force him to sacrifice everything to save us all.","title":"Thor: The Dark World","rank":5,"year":2013,"actors":["Chris Hemsworth","Natalie Portman","Tom Hiddleston"]}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt1245492" } }
{"directors":["Evan Goldberg","Seth Rogen"],"release_date":"2013-06-03T00:00:00Z","rating":7.2,"genres":["Comedy","Fantasy"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTQxODE3NjM1Ml5BMl5BanBnXkFtZTcwMzkzNjc4OA@@._V1_SX400_.jpg","plot":"While attending a party at James Franco's house, Seth Rogen, Jay Baruchel and many other celebrities are faced with the apocalypse.","title":"This Is the End","rank":6,"running_time_secs":6420,"actors":["James Franco","Jonah Hill","Seth Rogen"],"year":2013}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt2226417" } }
{"directors":["James Wan"],"release_date":"2013-09-13T00:00:00Z","rating":7.1,"genres":["Horror","Thriller"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTg0OTA5ODIxNF5BMl5BanBnXkFtZTcwNTUzNDg4OQ@@._V1_SX400_.jpg","plot":"The haunted Lambert family seeks to uncover the mysterious childhood secret that has left them dangerously connected to the spirit world.","title":"Insidious: Chapter 2","rank":7,"running_time_secs":6360,"actors":["Patrick Wilson","Rose Byrne","Barbara Hershey"],"year":2013}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt0816711" } }
{"directors":["Marc Forster"],"release_date":"2013-06-02T00:00:00Z","rating":7.1,"genres":["Action","Adventure","Horror","Sci-Fi","Thriller"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTg0NTgxMjIxOF5BMl5BanBnXkFtZTcwMDM0MDY1OQ@@._V1_SX400_.jpg","plot":"United Nations employee Gerry Lane traverses the world in a race against time to stop the Zombie pandemic that is toppling armies and governments, and threatening to destroy humanity itself.","title":"World War Z","rank":8,"running_time_secs":6960,"actors":["Brad Pitt","Mireille Enos","Daniella Kertesz"],"year":2013}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt1877832" } }
{"directors":["Bryan Singer"],"release_date":"2014-05-21T00:00:00Z","genres":["Action","Adventure","Fantasy","Sci-Fi"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTQ0NzIwNTA1MV5BMl5BanBnXkFtZTgwNjY2OTcwMDE@._V1_SX400_.jpg","plot":"The X-Men send Wolverine to the past to change a major historical event that could globally impact man and mutant kind.","title":"X-Men: Days of Future Past","rank":9,"year":2014,"actors":["Jennifer Lawrence","Hugh Jackman","Michael Fassbender"]}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt2109248" } }
{"directors":["Michael Bay"],"release_date":"2014-06-25T00:00:00Z","genres":["Action","Adventure","Sci-Fi"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTQyMDA5Nzg0Nl5BMl5BanBnXkFtZTgwNzA4NDcxMDE@._V1_SX400_.jpg","plot":"A mechanic and his daughter make a discovery that brings down Autobots and Decepticons - and a paranoid government official - on them.","title":"Transformers: Age of Extinction","rank":10,"year":2014,"actors":["Mark Wahlberg","Nicola Peltz","Jack Reynor"]}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt1670345" } }
{"directors":["Louis Leterrier"],"release_date":"2013-05-21T00:00:00Z","rating":7.3,"genres":["Crime","Mystery","Thriller"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTY0NDY3MDMxN15BMl5BanBnXkFtZTcwOTM5NzMzOQ@@._V1_SX400_.jpg","plot":"An FBI agent and an Interpol detective track a team of illusionists who pull off bank heists during their performances and reward their audiences with the money.","title":"Now You See Me","rank":11,"running_time_secs":6900,"actors":["Jesse Eisenberg","Common","Mark Ruffalo"],"year":2013}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt1454468" } }
{"directors":["Alfonso Cuarón"],"release_date":"2013-08-28T00:00:00Z","rating":8.2,"genres":["Drama","Sci-Fi","Thriller"],"image_url":"https://m.media-amazon.com/images/M/MV5BNjE5MzYwMzYxMF5BMl5BanBnXkFtZTcwOTk4MTk0OQ@@._V1_SX400_.jpg","plot":"A medical engineer and an astronaut work together to survive after an accident leaves them adrift in space.","title":"Gravity","rank":12,"running_time_secs":5400,"actors":["Sandra Bullock","George Clooney","Ed Harris"],"year":2013}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt1723121" } }
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{"directors":["Steve McQueen"],"release_date":"2013-08-30T00:00:00Z","rating":7.7,"genres":["Biography","Drama","History"],"image_url":"https://m.media-amazon.com/images/M/MV5BMjExMTEzODkyN15BMl5BanBnXkFtZTcwNTU4NTc4OQ@@._V1_SX400_.jpg","plot":"In the antebellum United States, Solomon Northup, a free black man from upstate New York, is abducted and sold into slavery.","title":"12 Years a Slave","rank":44,"running_time_secs":7980,"actors":["Chiwetel Ejiofor","Michael K. Williams","Michael Fassbender"],"year":2013}
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{"directors":["Todd Phillips"],"release_date":"2009-05-30T00:00:00Z","rating":7.8,"genres":["Comedy"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTU1MDA1MTYwMF5BMl5BanBnXkFtZTcwMDcxMzA1Mg@@._V1_SX400_.jpg","plot":"Three buddies wake up from a bachelor party in Las Vegas, with no memory of the previous night and the bachelor missing. They make their way around the city in order to find their friend before his wedding.","title":"The Hangover","rank":213,"running_time_secs":6000,"actors":["Zach Galifianakis","Bradley Cooper","Justin Bartha"],"year":2009}
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{"directors":["Jonathan Liebesman"],"release_date":"2014-05-15T00:00:00Z","genres":["Action","Adventure","Comedy","Fantasy","Sci-Fi"],"plot":"Aliens invade Earth and inadvertently spawn a quartet of mutated reptilian warriors, the Ninja Turtles, who rise up against them to defend the world.","title":"Teenage Mutant Ninja Turtles","rank":215,"year":2014,"actors":["Megan Fox","Will Arnett","William Fichtner"]}
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{"directors":["Seth MacFarlane"],"release_date":"2012-06-29T00:00:00Z","rating":7.1,"genres":["Comedy","Fantasy"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTQ1OTU0ODcxMV5BMl5BanBnXkFtZTcwOTMxNTUwOA@@._V1_SX400_.jpg","plot":"As the result of a childhood wish, John Bennett's teddy bear, Ted, came to life and has been by John's side ever since - a friendship that's tested when Lori, John's girlfriend of four years, wants more from their relationship.","title":"Ted","rank":221,"running_time_secs":6360,"actors":["Mark Wahlberg","Mila Kunis","Seth MacFarlane"],"year":2012}
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{"directors":["Robert Stromberg"],"release_date":"2014-05-30T00:00:00Z","genres":["Action","Adventure","Drama","Family","Fantasy","Mystery","Romance","Thriller"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTk1OTk1MDMxNV5BMl5BanBnXkFtZTgwODMwMzQwMDE@._V1_SX400_.jpg","plot":"The \"Sleeping Beauty\" tale is told from the perspective of the villainous Maleficent and looks at the events that hardened her heart and drove her to curse young Princess Aurora.","title":"Maleficent","rank":222,"year":2014,"actors":["Angelina Jolie","Elle Fanning","Sharlto Copley"]}
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{"directors":["Catherine Hardwicke"],"release_date":"2008-11-17T00:00:00Z","rating":5.2,"genres":["Drama","Fantasy","Romance"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTQ2NzUxMTAxN15BMl5BanBnXkFtZTcwMzEyMTIwMg@@._V1_SX400_.jpg","plot":"A teenage girl risks everything when she falls in love with a vampire.","title":"Twilight","rank":223,"running_time_secs":7320,"actors":["Kristen Stewart","Robert Pattinson","Billy Burke"],"year":2008}
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{"release_date":"2014-08-15T00:00:00Z","genres":["Drama","Fantasy","Sci-Fi"],"plot":"In a seemingly perfect community, without war, pain, suffering, differences or choice, a young boy is chosen to learn from an elderly man about the true pain and pleasure of the \"real\" world.","title":"The Giver","rank":224,"actors":["Alexander Skarsgård","Taylor Swift","Meryl Streep"],"year":2014}
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{"directors":["Doug Liman"],"release_date":"2014-05-28T00:00:00Z","genres":["Action","Sci-Fi"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTgzMDQ0ODgwN15BMl5BanBnXkFtZTcwMzI4NTc4OQ@@._V1_SX400_.jpg","plot":"A soldier fighting in a war with aliens finds himself caught in a time loop of his last day in the battle, though he becomes better skilled along the way.","title":"Edge of Tomorrow","rank":225,"year":2014,"actors":["Tom Cruise","Emily Blunt","Bill Paxton"]}
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{"directors":["George Lucas"],"release_date":"1977-05-25T00:00:00Z","rating":8.7,"genres":["Action","Adventure","Fantasy","Sci-Fi"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTU4NTczODkwM15BMl5BanBnXkFtZTcwMzEyMTIyMw@@._V1_SX400_.jpg","plot":"Luke Skywalker joins forces with a Jedi Knight, a cocky pilot, a wookiee and two droids to save the universe from the Empire's world-destroying battle-station, while also attempting to rescue Princess Leia from the evil Darth Vader.","title":"Star Wars","rank":226,"running_time_secs":7260,"actors":["Mark Hamill","Harrison Ford","Carrie Fisher"],"year":1977}
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{"directors":["Andrew Niccol"],"release_date":"2011-10-26T00:00:00Z","rating":6.6,"genres":["Action","Sci-Fi","Thriller"],"image_url":"https://m.media-amazon.com/images/M/MV5BMjA3NzI1ODc1MV5BMl5BanBnXkFtZTcwMzI5NjQwNg@@._V1_SX400_.jpg","plot":"In a future where people stop aging at 25, but are engineered to live only one more year, having the means to buy your way out of the situation is a shot at immortal youth. Here, Will Salas finds himself accused of murder and on the run with a hostage - a connection that becomes an important part of the way against the system.","title":"In Time","rank":227,"running_time_secs":6540,"actors":["Justin Timberlake","Amanda Seyfried","Cillian Murphy"],"year":2011}
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{"directors":["Christopher Nolan"],"release_date":"2005-06-10T00:00:00Z","rating":8.3,"genres":["Action","Adventure","Crime","Drama"],"image_url":"https://m.media-amazon.com/images/M/MV5BNTM3OTc0MzM2OV5BMl5BanBnXkFtZTYwNzUwMTI3._V1_SX400_.jpg","plot":"After training with his mentor, Batman begins his war on crime to free the crime-ridden Gotham City from corruption that the Scarecrow and the League of Shadows have cast upon it.","title":"Batman Begins","rank":228,"running_time_secs":8400,"actors":["Christian Bale","Michael Caine","Ken Watanabe"],"year":2005}
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{ "index": { "_index": "movies", "_type": "movie", "_id": "tt1321870" } }
{"directors":["Ruben Fleischer"],"release_date":"2013-01-07T00:00:00Z","rating":6.7,"genres":["Action","Crime","Drama","Thriller"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTcwMjAyMTUzMl5BMl5BanBnXkFtZTcwODgxNzk1OA@@._V1_SX400_.jpg","plot":"Los Angeles, 1949: A secret crew of police officers led by two determined sergeants work together in an effort to take down the ruthless mob king Mickey Cohen who runs the city.","title":"Gangster Squad","rank":265,"running_time_secs":6780,"actors":["Sean Penn","Ryan Gosling","Emma Stone"],"year":2013}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt1336608" } }
{"directors":["Adam Shankman"],"release_date":"2012-06-13T00:00:00Z","rating":5.8,"genres":["Comedy","Drama","Musical","Romance"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTg2NDQyODAzNF5BMl5BanBnXkFtZTcwMTg5MDA3Nw@@._V1_SX400_.jpg","plot":"A small town girl and a city boy meet on the Sunset Strip, while pursuing their Hollywood dreams.","title":"Rock of Ages","rank":266,"running_time_secs":7380,"actors":["Julianne Hough","Diego Boneta","Tom Cruise"],"year":2012}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt0196229" } }
{"directors":["Ben Stiller"],"release_date":"2001-09-28T00:00:00Z","rating":6.4,"genres":["Comedy"],"image_url":"https://m.media-amazon.com/images/M/MV5BODI4NDY2NDM5M15BMl5BanBnXkFtZTgwNzEwOTMxMDE@._V1_SX400_.jpg","plot":"At the end of his career, a clueless fashion model is brainwashed to kill the Prime Minister of Malaysia.","title":"Zoolander","rank":267,"running_time_secs":5340,"actors":["Ben Stiller","Owen Wilson","Christine Taylor"],"year":2001}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt0266543" } }
{"directors":["Andrew Stanton","Lee Unkrich"],"release_date":"2003-05-30T00:00:00Z","rating":8.1,"genres":["Animation","Adventure","Comedy","Family"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTY1MTg1NDAxOV5BMl5BanBnXkFtZTcwMjg1MDI5Nw@@._V1_SX400_.jpg","plot":"After his son is captured in the Great Barrier Reef and taken to Sydney, a timid clownfish sets out on a journey to bring him home.","title":"Finding Nemo","rank":268,"running_time_secs":6000,"actors":["Albert Brooks","Ellen DeGeneres","Alexander Gould"],"year":2003}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt1022603" } }
{"directors":["Marc Webb"],"release_date":"2009-01-17T00:00:00Z","rating":7.8,"genres":["Comedy","Drama","Romance"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTk5MjM4OTU1OV5BMl5BanBnXkFtZTcwODkzNDIzMw@@._V1_SX400_.jpg","plot":"An offbeat romantic comedy about a woman who doesn't believe true love exists, and the young man who falls for her.","title":"(500) Days of Summer","rank":269,"running_time_secs":5700,"actors":["Zooey Deschanel","Joseph Gordon-Levitt","Geoffrey Arend"],"year":2009}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt0060196" } }
{"directors":["Sergio Leone"],"release_date":"1966-12-23T00:00:00Z","rating":9,"genres":["Adventure","Western"],"image_url":"https://m.media-amazon.com/images/M/MV5BMjIxNjYwNDMzMl5BMl5BanBnXkFtZTcwODA5Mzg3OA@@._V1_SX400_.jpg","plot":"A bounty hunting scam joins two men in an uneasy alliance against a third in a race to find a fortune in gold buried in a remote cemetery.","title":"Il buono, il brutto, il cattivo.","rank":270,"running_time_secs":9660,"actors":["Clint Eastwood","Eli Wallach","Lee Van Cleef"],"year":1966}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt1781769" } }
{"directors":["Joe Wright"],"release_date":"2012-09-07T00:00:00Z","rating":6.6,"genres":["Drama"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTU0NDgxNDg0NV5BMl5BanBnXkFtZTcwMjE4MzkwOA@@._V1_SX400_.jpg","plot":"Set in late-19th-century Russia high-society, the aristocrat Anna Karenina enters into a life-changing affair with the affluent Count Vronsky.","title":"Anna Karenina","rank":271,"running_time_secs":7740,"actors":["Keira Knightley","Jude Law","Aaron Taylor-Johnson"],"year":2012}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt0454876" } }
{"directors":["Ang Lee"],"release_date":"2012-09-28T00:00:00Z","rating":8.1,"genres":["Adventure","Drama","Fantasy"],"image_url":"https://m.media-amazon.com/images/M/MV5BNTg2OTY2ODg5OF5BMl5BanBnXkFtZTcwODM5MTYxOA@@._V1_SX400_.jpg","plot":"A young man who survives a disaster at sea is hurtled into an epic journey of adventure and discovery. While cast away, he forms an unexpected connection with another survivor: a fearsome Bengal tiger.","title":"Life of Pi","rank":272,"running_time_secs":7620,"actors":["Suraj Sharma","Irrfan Khan","Adil Hussain"],"year":2012}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt1931435" } }
{"directors":["Justin Zackham"],"release_date":"2013-04-25T00:00:00Z","rating":5.3,"genres":["Comedy"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTcwODUwMjg2Ml5BMl5BanBnXkFtZTcwMTc2NzkxOA@@._V1_SX400_.jpg","plot":"A long-divorced couple fakes being married as their family unites for a wedding.","title":"The Big Wedding","rank":273,"running_time_secs":5340,"actors":["Robert De Niro","Diane Keaton","Katherine Heigl"],"year":2013}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt0133093" } }
{"directors":["Andy Wachowski","Lana Wachowski"],"release_date":"1999-03-31T00:00:00Z","rating":8.7,"genres":["Action","Adventure","Sci-Fi"],"image_url":"https://m.media-amazon.com/images/M/MV5BMjEzNjg1NTg2NV5BMl5BanBnXkFtZTYwNjY3MzQ5._V1_SX400_.jpg","plot":"A computer hacker learns from mysterious rebels about the true nature of his reality and his role in the war against its controllers.","title":"The Matrix","rank":274,"running_time_secs":8160,"actors":["Keanu Reeves","Laurence Fishburne","Carrie-Anne Moss"],"year":1999}
{ "index": { "_index": "movies", "_type": "movie", "_id": "tt1686821" } }
{"directors":["Mark Waters"],"release_date":"2014-02-12T00:00:00Z","genres":["Action","Fantasy","Mystery"],"image_url":"https://m.media-amazon.com/images/M/MV5BMTg2OTY0MTk0MF5BMl5BanBnXkFtZTcwNzg0NDE5OQ@@._V1_SX400_.jpg","plot":"Rose Hathaway is a Dhampir, half human/vampire, guardians of the Moroi, peaceful, mortal vampires living discretely within our world. Her legacy is to protect the Moroi from bloodthirsty, immortal Vampires, the Strigoi. This is her story.","title":"Vampire Academy","rank":275,"year":2014,"actors":["Zoey Deutch","Lucy Fry","Danila Kozlovsky"]}
"""
es.bulk(bulk_data)
"""## Searching using Elasticsearch
### Equivalent of SELECT \* FROM movies
**NOTE**: To print all the 267 entries we will need to use pagination. The API doesn't return all the results to save bandwidth.
"""
es.search(body={"query": {"match_all": {}}}, index = 'movies')
"""### Let's find movies with Christopher Nolan as director"""
es.search(body={"query": {"match": {"directors":"Christopher Nolan"}}}, index = 'movies')
"""The search result is based on boolean retrieval. Unfortunately, we don't have multiple directors with "Christopher" in their name and therefore the previous results are exact. However, the purpose of the keyword **"match"** is to make sure that the query is not treated literally. We know that "Chris" is a common name so let's use that instead and see the results. Additionally, I am also providing "Nolan" as another word so that the results containing "Christopher Nolan" can have a better score and consequently come at the top of the results.
**NOTE**: The search is being done on director field alone here.
"""
es.search(body={"query": {"match": {"directors":"Nolan chris"}}}, index = 'movies')
"""Focus on the last few results of the previous query (low scoring documents) and you can see that the absence of "Nolan" in directors name decreased the score.
### Let's find movies starring Christian Bale
"""
es.search(body={"query": {"match": {"actors":"Christian Bale"}}}, index = 'movies', doc_type='movie')
"""### Let's find movies with Nolan and Bale
NOTE: We should see Batman and Prestige but not American Hustle
Also note that we are performing an "AND" operation with **must**
keyword.
"""
query = {
"query": {
"bool": {
"must": [
{
"match": {
"actors": "Christian Bale"
}
},
{
"match": {
"directors": "Christopher Nolan"
}
}
]
}
}
}
es.search(body=query, index = 'movies', doc_type='movie')
"""### What if I want to score batman related movies higher ?
Here we are not interested in the AND operation but we want to score the documents higher if they are batman related. For this sort of requirement, we use **should** keyword which performs operations similar to OR. **match_phrase** does an exact match instead of loose on like match.
"""
query = {
"query": {
"bool": {
"must": [
{
"match": {
"actors": "Christian Bale"
}
},
{
"match": {
"directors": "Christopher Nolan"
}
}
],
"should" :[{
"match_phrase" : {
"plot": "Batman"
}
}],
}
}
}
es.search(body=query, index = 'movies', doc_type='movie')
"""### What's the magician related movies with Bale and Nolan?
**NOTE**: I have used **match** and therefore the plot doesn't have to contain the exact phrase.
"""
query = {
"query": {
"bool": {
"must": [
{
"match": {
"actors": "Christian Bale"
}
},
{
"match": {
"directors": "Christopher Nolan"
}
}
],
"should" :[{
"match" : {
"plot": "rivalry between magicians"
}
}],
}
}
}
es.search(body=query, index = 'movies', doc_type='movie')
"""### How to perform same search across multiple fields ?"""
query = {
"query": {
"multi_match": {
"query": "batman",
"fields": ["plot", "title"]
}
}
}
es.search(body=query, index = 'movies', doc_type='movie')
"""### Can I give weights to fields ?
Yes, it is quite possible. In the following query, the presence of "batman" in the title is weighted 5 times more than that of "plot".
You can see that the plot of "Batman Vs Superman" doesn't even mention the word batman but because of our weighing scheme, it was scored higher (14.77) compared to "The dark knight rises" which scored much lower (4.51)
"""
# Per field boosting
query = {
"query": {
"multi_match": {
"query": "batman",
"fields": ["plot", "title^5"]
}
}
}
es.search(body=query, index = 'movies', doc_type='movie')
"""### How to perform Count operations?"""
es.count(body={"query": {"match": {"actors":"Dwayne Johnson"}}}, index = 'movies', doc_type='movie')
"""## What should I not forget?
Deleting the cluster/domain. Go to the console and delete the cluster.
## Summary
This spotlight demonstrates how to combine the rapid scaling capabilities of Amazon web services(AWS) with search APIs offered by Elasticsearch. I started off with brief introductions to some key concepts. Then I demonstrated how one should set up the cluster on AWS Elastic service. Finally, I demonstrated the use of APIs.
# References
**Note: Some part of the text used in this spotlight has been taken as-it-is from the references mentioned below.**
* [Lucene and Elasticsearch Spotlight by Minreng](https://github.com/tamucse670/2020.spring.spotlight/blob/master/Minreng%20Wu_Lucene%20and%20Elasticsearch_Feb27.ipynb)
* [Elasticsearch wiki](https://en.wikipedia.org/wiki/Elasticsearch)
* [Amazon Elasticsearch service](https://aws.amazon.com/elasticsearch-service/?nc=sn&loc=0)
* [Tutorialspoint-Elasticsearch](https://www.tutorialspoint.com/elasticsearch/index.htm)
* [Advanced queries in Elasticsearch](https://www.youtube.com/watch?v=UPkqFvjN-yI)
* [Elasticsearch reference](https://www.elastic.co/guide/en/elasticsearch/reference/current/index.html)
"""