Repository: madhusudhankonda/elasticsearch-in-action
Branch: main
Commit: f1bc43b26a9b
Files: 43
Total size: 1.5 MB

Directory structure:
gitextract_3za_vw0a/

├── .gitignore
├── LICENSE
├── README.md
├── appendices/
│   └── Appendix D:
├── code/
│   ├── java/
│   │   └── Encoding.java
│   └── python/
│       └── encode.py
├── datasets/
│   ├── books-kibana-dataset.txt
│   ├── books.txt
│   ├── bulk_mobile_phones_data.json
│   ├── coffee_sales.txt
│   ├── covid-26march2021.txt
│   ├── london_restaurants.txt
│   ├── mobile_phones_data_bulk.json
│   ├── movie_bulk_data.json
│   ├── movies2.json
│   ├── products.txt
│   ├── products2.txt
│   ├── products_mapping.txt
│   ├── restaurants.txt
│   ├── three-books-kibana.txt
│   ├── top-movies-kibana.txt
│   ├── tv_sales.txt
│   └── vector-search-sample.json
├── docker/
│   ├── 7.15.1_es_kibana.yml
│   ├── elasticsearch-docker-8-1-2.yml
│   ├── elasticsearch-docker-8-6-2.yml
│   ├── one_node_es.yml
│   └── one_node_kibana.yml
└── kibana_scripts/
    ├── appendix_ingest_pipelines.txt
    ├── ch02_getting_started.txt
    ├── ch04_mapping.txt
    ├── ch05_working_with_documents.txt
    ├── ch06_indexing_operations.txt
    ├── ch07_text_analysis.txt
    ├── ch08_search_basics.txt
    ├── ch09_term_level_queries.txt
    ├── ch10_full_text_queries.txt
    ├── ch11_compound_queries.txt
    ├── ch12_advanced_queries.txt
    ├── ch13_aggregations.txt
    ├── ch13_aggregations_index.txt
    ├── ch14_administration.txt
    └── ch_15_performance_and_trouble_shooting.txt

================================================
FILE CONTENTS
================================================

================================================
FILE: .gitignore
================================================
# Compiled class file
*.class

# Log file
*.log

# BlueJ files
*.ctxt

# Mobile Tools for Java (J2ME)
.mtj.tmp/

# Package Files #
*.jar
*.war
*.nar
*.ear
*.zip
*.tar.gz
*.rar

# virtual machine crash logs, see http://www.java.com/en/download/help/error_hotspot.xml
hs_err_pid*


================================================
FILE: LICENSE
================================================
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================================================
FILE: README.md
================================================
# Give me a star if you love this repo!

<img width="757" alt="image" src="https://github.com/madhusudhankonda/elasticsearch-in-action/assets/1698230/399df16e-27c8-4fc3-9cd1-305ae320006a">


# elasticsearch-in-action
[Elasticsearch in Action (second edition) Book](https://www.manning.com/books/elasticsearch-in-action-second-edition?utm_source=mkonda&utm_medium=affiliate&utm_campaign=book_konda_elasticsearch_7_23_21&a_aid=mkonda&a_bid=edbc50d4)

The [book's accompanying wiki pages](https://github.com/madhusudhankonda/elasticsearch-in-action/wiki) explains the code examples 

Here's the TOC

1. Overview
2. [Getting Started](https://github.com/madhusudhankonda/elasticsearch-in-action/blob/babeea237dcc77f1d74f734e750347420e64ddc3/kibana_scripts/ch02_getting_started.txt)
3. [Architecture](https://github.com/madhusudhankonda/elasticsearch-in-action/wiki/Ch-3:-Architecture)
4. [Mapping](https://github.com/madhusudhankonda/elasticsearch-in-action/blob/561c45d7991e8a1766a98ba1a58b0f0d836fc1fd/kibana_scripts/ch04_mapping.txt)
5. [Working with Documents](https://github.com/madhusudhankonda/elasticsearch-in-action/blob/561c45d7991e8a1766a98ba1a58b0f0d836fc1fd/kibana_scripts/ch05_working_with_documents.txt)
6. [Indexing Operations](https://github.com/madhusudhankonda/elasticsearch-in-action/blob/561c45d7991e8a1766a98ba1a58b0f0d836fc1fd/kibana_scripts/ch06_indexing_operations.txt)
7. [Text Analysis](https://github.com/madhusudhankonda/elasticsearch-in-action/blob/561c45d7991e8a1766a98ba1a58b0f0d836fc1fd/kibana_scripts/ch07_text_analysis.txt)
8. [Search Basics](https://github.com/madhusudhankonda/elasticsearch-in-action/blob/561c45d7991e8a1766a98ba1a58b0f0d836fc1fd/kibana_scripts/ch08_search_basics.txt)
9. [Term Level Queries](https://github.com/madhusudhankonda/elasticsearch-in-action/blob/561c45d7991e8a1766a98ba1a58b0f0d836fc1fd/kibana_scripts/ch09_term_level_queries.txt)
10. [Full Text Queries](https://github.com/madhusudhankonda/elasticsearch-in-action/blob/561c45d7991e8a1766a98ba1a58b0f0d836fc1fd/kibana_scripts/ch10_full_text_queries.txt)
11. [Compound Queries](https://github.com/madhusudhankonda/elasticsearch-in-action/blob/561c45d7991e8a1766a98ba1a58b0f0d836fc1fd/kibana_scripts/ch11_compound_queries.txt)
12. [Advanced Queries](https://github.com/madhusudhankonda/elasticsearch-in-action/blob/561c45d7991e8a1766a98ba1a58b0f0d836fc1fd/kibana_scripts/ch12_advanced_queries.txt)
13. [Aggregations](https://github.com/madhusudhankonda/elasticsearch-in-action/blob/561c45d7991e8a1766a98ba1a58b0f0d836fc1fd/kibana_scripts/ch13_aggregations.txt)
14. [Administration](https://github.com/madhusudhankonda/elasticsearch-in-action/blob/561c45d7991e8a1766a98ba1a58b0f0d836fc1fd/kibana_scripts/ch14_administration.txt)
15. [Performance and Troubleshooting](https://github.com/madhusudhankonda/elasticsearch-in-action/blob/561c45d7991e8a1766a98ba1a58b0f0d836fc1fd/kibana_scripts/ch_15_performance_and_trouble_shooting.txt)
16. [Appendix A: Installing and configuring Elasticsearch and Kibana](https://github.com/madhusudhankonda/elasticsearch-in-action/wiki/Appendix-A:-Installation)
17. [Appendix B: Ingest Pipelines](https://github.com/madhusudhankonda/elasticsearch-in-action/blob/561c45d7991e8a1766a98ba1a58b0f0d836fc1fd/kibana_scripts/appendix_ingest_pipelines.txt)

## Disabling XPack Security for 8.x
By default, 8.x version of Elasticsearch comes with security enabled. For simplicity and not getting the security in our way, we can disable the feature

> :warning: **PLEASE DO NOT disable security in PRODUCTION**

Edit config/elasticsearch.yml to add the following property at the end of the file:
```xpack.security.enabled: false```


================================================
FILE: appendices/Appendix D:
================================================
Appenndix D goes here


================================================
FILE: code/java/Encoding.java
================================================
package com.chocolateminds.encoding;

import java.util.Base64;

/**
 * An utility class to encode a text as base64
 */
public class Encoding {
    String secretMessage = "Sunday Lunch at Konda's";
    Base64.Encoder encoder = Base64.getEncoder();
    Base64.Decoder decoder = Base64.getDecoder();

    /**
     * Encoding a piece of string
     * @return
     */
    private String encode(){
        String encoded = Base64.getEncoder().encodeToString(secretMessage.getBytes());
        return encoded;
    }

    public static void main(String[] args) {
        Encoding encoding = new Encoding();
        System.out.println(encoding.encode());
    }
}


================================================
FILE: code/python/encode.py
================================================
# A Pyton utility program to encode and decode strings to Base64
import base64

# Encoding the message as bytes
secret_message_bytes = "Sunday Lunch at Konda's".encode('utf-8')

# Encode the message to base64
secret_message_base64 = base64.b64encode(secret_message_bytes)

# Fetch the encoded message
secret_message_base64_decode = secret_message_base64.decode('utf-8')

# Print the message to the console
print(secret_message_base64_decode)

# It'll print: U3VuZGF5IEx1bmNoIGF0IEtvbmRhJ3M=


================================================
FILE: datasets/books-kibana-dataset.txt
================================================
POST _bulk
{"index":{"_index":"books","_id":"1"}}
{"title": "Core Java Volume I – Fundamentals","author": "Cay S. Horstmann","edition": 11, "synopsis": "Java reference book that offers a detailed explanation of various features of Core Java, including exception handling, interfaces, and lambda expressions. Significant highlights of the book include simple language, conciseness, and detailed examples.","amazon_rating": 4.6,"release_date": "2018-08-27","tags": ["Programming Languages, Java Programming"]}
{"index":{"_index":"books","_id":"2"}}
{"title": "Effective Java","author": "Joshua Bloch", "edition": 3,"synopsis": "A must-have book for every Java programmer and Java aspirant, Effective Java makes up for an excellent complementary read with other Java books or learning material. The book offers 78 best practices to follow for making the code better.", "amazon_rating": 4.7, "release_date": "2017-12-27", "tags": ["Object Oriented Software Design"]}
{"index":{"_index":"books","_id":"3"}}
{"title": "Java: A Beginner’s Guide", "author": "Herbert Schildt","edition": 8,"synopsis": "One of the most comprehensive books for learning Java. The book offers several hands-on exercises as well as a quiz section at the end of every chapter to let the readers self-evaluate their learning.","amazon_rating": 4.2,"release_date": "2018-11-20","tags": ["Software Design & Engineering", "Internet & Web"]}
{"index":{"_index":"books","_id":"4"}}
{"title": "Java - The Complete Reference","author": "Herbert Schildt","edition": 11,"synopsis": "Convenient Java reference book examining essential portions of the Java API library, Java. The book is full of discussions and apt examples to better Java learning.","amazon_rating": 4.4,"release_date": "2019-03-19","tags": ["Software Design & Engineering", "Internet & Web", "Computer Programming Language & Tool"]}
{"index":{"_index":"books","_id":"5"}}
{"title": "Head First Java","author": "Kathy Sierra and Bert Bates","edition":2, "synopsis": "The most important selling points of Head First Java is its simplicity and super-effective real-life analogies that pertain to the Java programming concepts.","amazon_rating": 4.3,"release_date": "2005-02-18","tags": ["IT Certification Exams", "Object-Oriented Software Design","Design Pattern Programming"]}
{"index":{"_index":"books","_id":"6"}}
{"title": "Java Concurrency in Practice","author": "Brian Goetz with Tim Peierls, Joshua Bloch, Joseph Bowbeer, David Holmes, and Doug Lea","edition": 1,"synopsis": "Java Concurrency in Practice is one of the best Java programming books to develop a rich understanding of concurrency and multithreading.","amazon_rating": 4.3,"release_date": "2006-05-09","tags": ["Computer Science Books", "Programming Languages", "Java Programming"]}
{"index":{"_index":"books","_id":"7"}}
{"title": "Test-Driven: TDD and Acceptance TDD for Java Developers","author": "Lasse Koskela","edition": 1,"synopsis": "Test-Driven is an excellent book for learning how to write unique automation testing programs. It is a must-have book for those Java developers that prioritize code quality as well as have a knack for writing unit, integration, and automation tests.","amazon_rating": 4.1,"release_date": "2007-10-22","tags": ["Software Architecture", "Software Design & Engineering", "Java Programming"]}
 {"index":{"_index":"books","_id":"8"}}
 {"title": "Head First Object-Oriented Analysis Design","author": "Brett D. McLaughlin, Gary Pollice & David West","edition": 1,"synopsis": "Head First is one of the most beautiful finest book series ever written on Java programming language. Another gem in the series is the Head First Object-Oriented Analysis Design.","amazon_rating": 3.9,"release_date": "2014-04-29","tags": ["Introductory & Beginning Programming", "Object-Oriented Software Design", "Java Programming"]}
 {"index":{"_index":"books","_id":"9"}}
 {"title": "Java Performance: The Definite Guide","author": "Scott Oaks","edition": 1,"synopsis": "Garbage collection, JVM, and performance tuning are some of the most favorable aspects of the Java programming language. It educates readers about maximizing Java threading and synchronization performance features, improve Java-driven database application performance, tackle performance issues","amazon_rating": 4.1,"release_date": "2014-03-04","tags": ["Design Pattern Programming", "Object-Oriented Software Design", "Computer Programming Language & Tool"]}
 {"index":{"_index":"books","_id":"10"}}
 {"title": "Head First Design Patterns", "author": "Eric Freeman & Elisabeth Robson with Kathy Sierra & Bert Bates","edition": 10,"synopsis": "Head First Design Patterns is one of the leading books to build that particular understanding of the Java programming language." ,"amazon_rating": 4.5,"release_date": "2014-03-04","tags": ["Design Pattern Programming", "Object-Oriented Software Design eTextbooks", "Web Development & Design eTextbooks"]}


================================================
FILE: datasets/books.txt
================================================
POST _bulk
{"index":{"_index":"books","_id":"1"}}
{"title": "Core Java Volume I – Fundamentals","author": "Cay S. Horstmann","edition": 11, "synopsis": "Java reference book that offers a detailed explanation of various features of Core Java, including exception handling, interfaces, and lambda expressions. Significant highlights of the book include simple language, conciseness, and detailed examples.","amazon_rating": 4.6,"release_date": "2018-08-27","tags": ["Programming Languages, Java Programming"]}
{"index":{"_index":"books","_id":"2"}}
{"title": "Effective Java","author": "Joshua Bloch", "edition": 3,"synopsis": "A must-have book for every Java programmer and Java aspirant, Effective Java makes up for an excellent complementary read with other Java books or learning material. The book offers 78 best practices to follow for making the code better.", "amazon_rating": 4.7, "release_date": "2017-12-27", "tags": ["Object Oriented Software Design"]}
{"index":{"_index":"books","_id":"3"}}
{"title": "Java: A Beginner’s Guide", "author": "Herbert Schildt","edition": 8,"synopsis": "One of the most comprehensive books for learning Java. The book offers several hands-on exercises as well as a quiz section at the end of every chapter to let the readers self-evaluate their learning.","amazon_rating": 4.2,"release_date": "2018-11-20","tags": ["Software Design & Engineering", "Internet & Web"]}
{"index":{"_index":"books","_id":"4"}}
{"title": "Java - The Complete Reference","author": "Herbert Schildt","edition": 11,"synopsis": "Convenient Java reference book examining essential portions of the Java API library, Java. The book is full of discussions and apt examples to better Java learning.","amazon_rating": 4.4,"release_date": "2019-03-19","tags": ["Software Design & Engineering", "Internet & Web", "Computer Programming Language & Tool"]}
{"index":{"_index":"books","_id":"5"}}
{"title": "Head First Java","author": "Kathy Sierra and Bert Bates","edition":2, "synopsis": "The most important selling points of Head First Java is its simplicity and super-effective real-life analogies that pertain to the Java programming concepts.","amazon_rating": 4.3,"release_date": "2005-02-18","tags": ["IT Certification Exams", "Object-Oriented Software Design","Design Pattern Programming"]}
{"index":{"_index":"books","_id":"6"}}
{"title": "Java Concurrency in Practice","author": "Brian Goetz with Tim Peierls, Joshua Bloch, Joseph Bowbeer, David Holmes, and Doug Lea","edition": 1,"synopsis": "Java Concurrency in Practice is one of the best Java programming books to develop a rich understanding of concurrency and multithreading.","amazon_rating": 4.3,"release_date": "2006-05-09","tags": ["Computer Science Books", "Programming Languages", "Java Programming"]}
{"index":{"_index":"books","_id":"7"}}
{"title": "Test-Driven: TDD and Acceptance TDD for Java Developers","author": "Lasse Koskela","edition": 1,"synopsis": "Test-Driven is an excellent book for learning how to write unique automation testing programs. It is a must-have book for those Java developers that prioritize code quality as well as have a knack for writing unit, integration, and automation tests.","amazon_rating": 4.1,"release_date": "2007-10-22","tags": ["Software Architecture", "Software Design & Engineering", "Java Programming"]}
 {"index":{"_index":"books","_id":"8"}}
 {"title": "Head First Object-Oriented Analysis Design","author": "Brett D. McLaughlin, Gary Pollice & David West","edition": 1,"synopsis": "Head First is one of the most beautiful finest book series ever written on Java programming language. Another gem in the series is the Head First Object-Oriented Analysis Design.","amazon_rating": 3.9,"release_date": "2014-04-29","tags": ["Introductory & Beginning Programming", "Object-Oriented Software Design", "Java Programming"]}
 {"index":{"_index":"books","_id":"9"}}
 {"title": "Java Performance: The Definite Guide","author": "Scott Oaks","edition": 1,"synopsis": "Garbage collection, JVM, and performance tuning are some of the most favorable aspects of the Java programming language. It educates readers about maximizing Java threading and synchronization performance features, improve Java-driven database application performance, tackle performance issues","amazon_rating": 4.1,"release_date": "2014-03-04","tags": ["Design Pattern Programming", "Object-Oriented Software Design", "Computer Programming Language & Tool"]}
 {"index":{"_index":"books","_id":"10"}}
 {"title": "Head First Design Patterns", "author": "Eric Freeman & Elisabeth Robson with Kathy Sierra & Bert Bates","edition": 10,"synopsis": "Head First Design Patterns is one of the leading books to build that particular understanding of the Java programming language." ,"amazon_rating": 4.5,"release_date": "2014-03-04","tags": ["Design Pattern Programming", "Object-Oriented Software Design eTextbooks", "Web Development & Design eTextbooks"]}
 {"index":{"_index":"books","_id":"11"}}
 {"title": "JavaScript - The Definitive Guide", "author": "David Flanagan","edition": 1,"synopsis": "JavaScript is the programming language of the web and is used by more software developers today than any other programming language. For nearly 25 years this best seller has been the go-to guide for JavaScript programmers." ,"amazon_rating": 4.7,"release_date": "2020-05-29","tags": ["Design Pattern Programming", "Object-Oriented Software Design eTextbooks", "Programming Languages, Javascript Programming"]}
 {"index":{"_index":"books","_id":"12"}}
 {"title": "Eloquent Javascript", "author": "Marijn Haverbeke","edition": 3,"synopsis": "JavaScript lies at the heart of almost every modern web application, from social apps like Twitter to browser-based game frameworks like Phaser and Babylon. Though simple for beginners to pick up and play with, JavaScript is a flexible, complex language that you can use to build full-scale applications." ,"amazon_rating": 4.6,"release_date": "2018-12-14","tags": ["DOM", "Node.js","object-oriented and functional programming techniques", "Programming Languages, Javascript Programming"]}
 {"index":{"_index":"books","_id":"13"}}
 {"title": "JavaScript and JQuery: Interactive Front–End Web", "author": "Jon Duckett","edition": 1,"synopsis": "This full-color book adopts a visual approach to teaching JavaScript & jQuery, showing you how to make web pages more interactive and interfaces more intuitive through the use of inspiring code examples, infographics, and photography." ,"amazon_rating": 4.7,"release_date": "2014-07-18","tags": ["DJavaScript and jQuery", "JavaScript APIs, and jQuery plugins", "Programming Languages, Javascript Programming"]}
 {"index":{"_index":"books","_id":"14"}}
 {"title": "A Smarter Way to Learn JavaScript", "author": "Mark Myers","edition": 1,"synopsis": "JThe first problem is retention. You remember only ten or twenty percent of what you read. That spells failure. To become fluent in a computer language, you have to retain pretty much everything." ,"amazon_rating": 4.6,"release_date": "2014-03-20","tags": ["Programming Languages, Javascript Programming"]}
 {"index":{"_index":"books","_id":"15"}}
 {"title": "Head First JavaScript Programming", "author": "Eric T. Freeman and Elisabeth Robson","edition": 1,"synopsis": "This brain-friendly guide teaches you everything from JavaScript language fundamentals to advanced topics, including objects, functions, and the browser’s document object model." ,"amazon_rating": 4.5,"release_date": "2014-04-10","tags": ["The secrets of JavaScript types", "The inner details of JavaScript", "Programming Languages, Javascript Programming"]}
 {"index":{"_index":"books","_id":"16"}}
 {"title": "Modern JavaScript for the Impatient", "author": "Cay Horstmann","edition": 1,"synopsis": "Modern JavaScript for the Impatient is a complete yet concise guide to JavaScript E6 and beyond. Rather than first requiring you to learn and transition from older versions, it helps you quickly get productive with today’s far more powerful versions and rapidly move from languages such as Java, C#, C, or C++." ,"amazon_rating": 4.9,"release_date": "2020-08-18","tags": ["modern JavaScript", "Object-Oriented Programming", "JavaScript libraries, frameworks, and platforms"]}
 {"index":{"_index":"books","_id":"17"}}
 {"title": "JavaScript in easy steps", "author": "Mike McGrath","edition": 6,"synopsis": "JavaScript in easy steps, 6th edition instructs the user how to create exciting web pages that employ the power of JavaScript to provide functionality. You need have no previous knowledge of any scripting language so it's ideal for the newcomer to JavaScript. By the end of this book you will have gained a sound understanding of JavaScript and be able to add exciting dynamic scripts to your own web pages." ,"amazon_rating": 4.4,"release_date": "2020-02-28","tags": ["Get Started in JavaScript", "Interact with the Document", "Create Web Applications"]}
 {"index":{"_index":"books","_id":"18"}}
 {"title": "JavaScript: The Good Parts", "author": "Douglas Crockford","edition": 1,"synopsis": "Most programming languages contain good and bad parts, but JavaScript has more than its share of the bad, having been developed and released in a hurry before it could be refined. This authoritative book scrapes away these bad features to reveal a subset of JavaScript that's more reliable, readable, and maintainable than the language as a whole—a subset you can use to create truly extensible and efficient code." ,"amazon_rating": 4.5,"release_date": "2008-05-18","tags": ["Design Pattern Programming", "Object-Oriented Programming", "Programming Languages, Javascript Programming"]}
 {"index":{"_index":"books","_id":"19"}}
 {"title": "JavaScript Everywhere", "author": "Adam Scott","edition": 1,"synopsis": "JavaScript is the little scripting language that could. Once used chiefly to add interactivity to web browser windows, JavaScript is now a primary building block of powerful and robust applications. In this practical book, new and experienced JavaScript developers will learn how to use this language to create APIs as well as web, mobile, and desktop applications." ,"amazon_rating": 4.5,"release_date": "2020-02-21","tags": ["Building Cross-platform Applications with GraphQL, React, React Native, and Electron", "Programming Languages, Javascript Programming"]}
 {"index":{"_index":"books","_id":"20"}}
 {"title": "JavaScript The Complete Reference", "author": "Thomas A. Powell and Fritz Schneider","edition": 3,"synopsis": "Design, debug, and publish high-performance web pages and applications using tested techniques and best practices from expert developers. The all-new edition of this comprehensive guide has been thoroughly revised and expanded to cover the latest JavaScript features, tools, and programming methods." ,"amazon_rating": 4.3,"release_date": "2012-09-16","tags": ["XMLHttpRequest object to create Ajax applications", "DOM", "Programming Languages, Javascript Programming"]}
 {"index":{"_index":"books","_id":"21"}}
 {"title": "The C# Player's Guide", "author": "RB Whitaker","edition": 5,"synopsis": "The book in your hands is a different kind of programming book. Like an entertaining video game, programming is an often challenging but always rewarding experience. This book shakes off the dusty, dull, dryness of the typical programming book, replacing it with something more exciting and flavorful: a bit of humor, a casual tone, and examples involving dragons and asteroids instead of bank accounts and employees." ,"amazon_rating": 5.0,"release_date": "2022-01-14","tags": ["basic mechanics of C#", "object-oriented programming", "advanced C# features"]}
 {"index":{"_index":"books","_id":"22"}}
 {"title": "C# 10 and .NET 6", "author": "Mark J. Price","edition": 1,"synopsis": "You will learn object-oriented programming, writing, testing, and debugging functions, implementing interfaces, and inheriting classes. The book covers the .NET APIs for performing tasks like managing and querying data, monitoring and improving performance, and working with the filesystem, async streams, serialization, and encryption. It provides examples of cross-platform apps you can build and deploy, such as websites and services using ASP.NET Core." ,"amazon_rating": 4.6,"release_date": "2021-11-09","tags": ["real-world applications", "latest features of C# 10 and .NET 6", "Visual Studio 2022 and Visual Studio Code"]}
 {"index":{"_index":"books","_id":"23"}}
 {"title": "C# Programming in easy steps", "author": "Mike McGrath","edition": 2,"synopsis": "C# Programming in easy steps, 2nd edition will teach you to code applications, and demonstrates every aspect of the C# language you will need to produce professional programming results. Its examples provide clear syntax-highlighted code showing C# language basics including variables, arrays, logic, looping, methods, and classes." ,"amazon_rating": 4.6,"release_date": "2020-05-29","tags": ["programming in C#", "creating apps", "fundamental understanding of C#"]}
 {"index":{"_index":"books","_id":"24"}}
 {"title": "Professional C# and .NET", "author": "Christian Nagel","edition": 1,"synopsis": "Experienced programmers making the transition to C# will benefit from the author’s in-depth explorations to create Web- and Windows applications using ASP.NET Core, Blazor, and WinUI using modern application patterns and new features offered by .NET including Microservices deployed to Docker images, GRPC, localization, asynchronous streaming, and much more." ,"amazon_rating": 4.5,"release_date": "2022-03-04","tags": ["extension of .NET to non-Microsoft platforms like OSX and Linux", "Microsoft Azure services such as Azure App", "C# 10 and .NET 6"]}
 {"index":{"_index":"books","_id":"25"}}
 {"title": "Head First C#", "author": "Stellman, Andrew, Greene and Jennifer","edition": 4,"synopsis": "What will you learn from this book? For beginning programmers looking to learn C#, this practical guide provides a bright alternative to the legions of dull tutorials on this popular object-oriented language." ,"amazon_rating": 4.6,"release_date": "2021-01-29","tags": ["Real-World Programming with C# and .Net Core", "Object-oriented language", "multi-sensory learning"]}
 {"index":{"_index":"books","_id":"26"}}
 {"title": "C# 9.0 in a Nutshell", "author": "Albahari and Joseph","edition": 1,"synopsis": "When you have questions about C# 9.0 or .NET 5, this bestselling guide has the answers. C# is a language of unusual flexibility and breadth, but with its continual growth, there's so much more to learn. In the tradition of O'Reilly's Nutshell guides, this thoroughly updated edition is simply the best one-volume reference to the C# language available today." ,"amazon_rating": 4.5,"release_date": "2021-03-31","tags": ["C# and .NET", "pointers, closures, and patterns Dig deep into LINQ", "Programming Languages"]}
 {"index":{"_index":"books","_id":"27"}}
 {"title": "C# in Depth", "author": "Jon Skeet","edition": 4,"synopsis": "C# is an amazing language that's up to any challenge you can throw at it. As a C# developer, you also need to be up to the task." ,"amazon_rating": 4.6,"release_date": "2019-05-20","tags": ["C# 5, 6, and 7", "better code with tuples, string interpolation, pattern matching"]}
 {"index":{"_index":"books","_id":"28"}}
 {"title": "C# Data Structures and Algorithms", "author": "Marcin Jamro","edition": 1,"synopsis": "Data structures allow organizing data efficiently. They are critical to various problems and their suitable implementation can provide a complete solution that acts like reusable code. In this book, you will learn how to use various data structures while developing in the C# language as well as how to implement some of the most common algorithms used with such data structures." ,"amazon_rating": 4.6,"release_date": "2018-04-19","tags": ["Implement algorithms", "Build enhanced applications by using hashtables, dictionaries and sets", "Programming Languages, C#"]}
 {"index":{"_index":"books","_id":"29"}}
 {"title": "Learning C# by Developing Games with Unity 3D", "author": "Terry Norton","edition": 1,"synopsis": "For the absolute beginner to any concept of programming, writing a script can appear to be an impossible hurdle to overcome. The truth is, there are only three simple concepts to understand: 1) having some type of information; 2) using the information; and 3) communicating the information. Each of these concepts is very simple and extremely important. These three concepts are combined to access the feature set provided by Unity." ,"amazon_rating": 3.9,"release_date": "2013-09-25","tags": ["Unity C# scripts", "GameObjects and Component objects", "Unity's Scripting"]}
 {"index":{"_index":"books","_id":"30"}}
 {"title": "Pro C# 9 with .NET 5", "author": "Andrew Troelsen and Phillip Japikse","edition": 1,"synopsis": "This essential classic provides a comprehensive foundation in the C# programming language and the framework it lives in. Now in its 10th edition, you will find the latest C# 9 and .NET 5 features served up with plenty of \"behind the curtain\" discussion designed to expand developers’ critical thinking skills when it comes to their craft. Coverage of ASP.NET Core, Entity Framework Core, and more, sits alongside the latest updates to the new unified .NET platform, from performance improvements to Windows Desktop apps on .NET 5, updates in XAML tooling, and expanded coverage of data files and data handling. Going beyond the latest features in C# 9, all code samples are rewritten for this latest release." ,"amazon_rating": 4.7,"release_date": "2021-06-08","tags": ["C# 9 features", "ASP.NET Core web applications and web services", "C# and modern frameworks for services"]}
 {"index":{"_index":"books","_id":"31"}}
 {"title": "Python Crash Course", "author": "Eric Matthes","edition": 2,"synopsis": "Reading books is a kind of enjoyment. Reading books is a good habit. We bring you a different kinds of books. You can carry this book where ever you want. It is easy to carry. It can be an ideal gift to yourself and to your loved ones. Care instruction keep away from fire." ,"amazon_rating": 4.7,"release_date": "2019-05-09","tags": ["Software Architecture", "Functional Programming", "General Introduction to Programming"]}
 {"index":{"_index":"books","_id":"32"}}
 {"title": "Automate The Boring Stuff With Python", "author": "Al Sweigart","edition": 2,"synopsis": "Reading books is a kind of enjoyment. Reading books is a good habit. We bring you a different kinds of books. You can carry this book where ever you want. It is easy to carry. It can be an ideal gift to yourself and to your loved ones. Care instruction keep away from fire." ,"amazon_rating": 4.7,"release_date": "2019-10-17","tags": ["Software Architecture", "Functional Programming", "General Introduction to Programming"]}
 {"index":{"_index":"books","_id":"33"}}
 {"title": "Python Projects for Beginners", "author": "Connor P. Milliken","edition": 1,"synopsis": "Immerse yourself in learning Python and introductory data analytics with this book’s project-based approach. Through the structure of a ten-week coding bootcamp course, you’ll learn key concepts and gain hands-on experience through weekly projects." ,"amazon_rating": 4.7,"release_date": "2019-11-16","tags": ["Python language", "Python Data Analysis library", "Anaconda, Jupyter Notebooks, and the Python Shell"]}
 {"index":{"_index":"books","_id":"34"}}
 {"title": "Python All-in-One For Dummies", "author": "John C. Shovic and Alan Simpson","edition": 2,"synopsis": "Powerful and flexible, Python is one of the most popular programming languages in the world. It's got all the right stuff for the software driving the cutting-edge of the development world—machine learning, robotics, artificial intelligence, data science, etc. The good news is that it’s also pretty straightforward to learn, with a simplified syntax, natural-language flow, and an amazingly supportive user community." ,"amazon_rating": 4.3,"release_date": "2021-04-09","tags": ["Python Building Blocks", "Artificial Intelligence and Python", "Data Science and Python"]}
 {"index":{"_index":"books","_id":"35"}}
 {"title": "Learning Python", "author": "Mark Lutz ","edition": 1,"synopsis": "Get a comprehensive, in-depth introduction to the core Python language with this hands-on book. Based on author Mark Lutz’s popular training course, this updated fifth edition will help you quickly write efficient, high-quality code with Python. It’s an ideal way to begin, whether you’re new to programming or a professional developer versed in other languages." ,"amazon_rating": 4.5,"release_date": "2013-07-06","tags": ["Software quality", "Enjoyment", "Powerful Object-Oriented Programming"]}
 {"index":{"_index":"books","_id":"36"}}
 {"title": "Data Structure and Algorithmic Thinking with Python", "author": "Narasimha Karumanchi","edition": 1,"synopsis": "\"Data Structure and Algorithmic Thinking with Python\" is designed to give a jump-start to programmers, job hunters and those who are appearing for exams. All the code in this book are written in Python. It contains many programming puzzles that not only encourage analytical thinking, but also prepares readers for interviews. This book, with its focused and practical approach, can help readers quickly pick up the concepts and techniques for developing efficient and effective solutions to problems." ,"amazon_rating": 4.2,"release_date": "2015-01-29","tags": ["Algorithmic Programming", "Introduction to Programming", "Python Programming"]}
 {"index":{"_index":"books","_id":"37"}}
 {"title": "Python for Data Analysis", "author": "Wes Mckinney","edition": 2,"synopsis": "Get complete instructions for manipulating, processing, cleaning, and crunching datasets in Python. Updated for Python 3.6, the second edition of this hands-on guide is packed with practical case studies that show you how to solve a broad set of data analysis problems effectively. You’ll learn the latest versions of pandas, NumPy, IPython, and Jupyter in the process. " ,"amazon_rating": 4.6,"release_date": "2017-11-03","tags": ["pandas, NumPy, IPython, and Jupyter", "Python Programming", "Data Analytics"]}
 {"index":{"_index":"books","_id":"38"}}
 {"title": "Effective Pandas", "author": "Matt Harrison", "edition": 1, "synopsis": "Best practices for manipulating data with Pandas. This book will arm you with years of knowledge and experience that are condensed into an easy to follow format. Rather than taking months reading blogs and websites and searching mailing lists and groups, this book will teach you how to write good Pandas code." ,"amazon_rating": 4.9,"release_date": "2021-12-08","tags": ["Data Manipulation", "Visualization", "Programming Languages"]}
 {"index":{"_index":"books","_id":"39"}}
 {"title": "Python by Example", "author": "Terry Norton","edition": 1,"synopsis": "Python is today's fastest growing programming language. This engaging and refreshingly different guide breaks down the skills into clear step-by-step chunks and explains the theory using brief easy-to-understand language. Rather than bamboozling readers with pages of mind-numbing technical jargon, this book includes 150 practical challenges, putting the power in the reader's hands." ,"amazon_rating": 4.5,"release_date": "2019-06-06","tags": ["Introduction To Programming", "Python Programming"]}
 {"index":{"_index":"books","_id":"40"}}
 {"title": "Python Distilled", "author": "David Beazley","edition": 1,"synopsis": "The richness of modern Python challenges developers at all levels. How can programmers who are new to Python know where to begin without being overwhelmed? How can experienced Python developers know they're coding in a manner that is clear and effective? How does one make the jump from learning about individual features to thinking in Python at a deeper level? Dave Beazley's new Python Distilled addresses these and many other real-world issues." ,"amazon_rating": 4.7,"release_date": "2021-11-09","tags": ["Introduction To Programming", "Python Programming"]}
 {"index":{"_index":"books","_id":"41"}}
 {"title": "Kotlin Programming", "author": "Josh Skeen, Andrew Bailey and David Greenhalgh","edition": 1,"synopsis": "Kotlin is a statically typed programming language designed to interoperate with Java and fully supported by Google on the Android operating system. It is also a multiplatform language that can be used to write code that can be shared across platforms including macOS, iOS, Windows, and JavaScript." ,"amazon_rating": 5.0,"release_date": "2022-01-13","tags": ["Kotlin Essentials", "Kotlin concepts and foundational APIs"]}
{"index":{"_index":"books","_id":"42"}}
 {"title": "Java to Kotlin", "author": "Duncan McGregor and Nat Pryce","edition": 1,"synopsis": "It takes a week to travel the 8,000 miles overland from Java to Kotlin. If you're an experienced Java developer who has tried the Kotlin language, you were probably productive in about the same time. " ,"amazon_rating": 5.0,"release_date": "2021-08-24","tags": ["Kotlin from scratch", "mixed language codebase"]}
 {"index":{"_index":"books","_id":"43"}}
 {"title": "Kotlin in Action", "author": "DDmitry Jemerov","edition": 1,"synopsis": "Kotlin is a new programming language targeting the Java platform. It offers on expressiveness and safety without compromising simplicity,seamless interoperability with existing Java code, and great tooling support. Because Kotlin generates regular Java bytecode and works together with existing Java libraries and frameworks, it can be used almost everywhere where Java is used today - for server-side development, Android apps, and much more." ,"amazon_rating": 4.7,"release_date": "2017-03-27","tags": ["IMobile Phone Programming", "Introduction to Programming"]}
 {"index":{"_index":"books","_id":"44"}}
 {"title": "Head First Kotlin", "author": "Dawn Griffiths and David Griffiths","edition": 1,"synopsis": "This hands-on book helps you learn the Kotlin language with a unique method that goes beyond syntax and how-to manuals, and teaches you how to think like a great Kotlin developer. You ll learn everything from language fundamentals to collections, generics, lambdas, and higher-order functions." ,"amazon_rating": 4.4,"release_date": "2019-02-28","tags": ["Introduction To Programming", "Kotlin language"]}
 {"index":{"_index":"books","_id":"45"}}
 {"title": "Kotlin Cookbook", "author": "Ken Kousen","edition": 1,"synopsis": "Use Kotlin to build Android apps, web applications, and more—while you learn the nuances of this popular language. With this unique cookbook, developers will learn how to apply thisJava-based language to their own projects. Both experienced programmers and those new to Kotlin will benefit from the practical recipes in this book." ,"amazon_rating": 4.4,"release_date": "2019-11-22","tags": ["Introduction To Programming", "Mobile Phone Programming", "Android and Spring"]}
 {"index":{"_index":"books","_id":"46"}}
 {"title": "The Joy of Kotlin", "author": "Pierre-Yves Saumont Saumont","edition": 1,"synopsis": "The Joy of Kotlin teaches readers the right way to code in Kotlin. This insight-rich book covers everything needed to master the Kotlin language while exploring coding techniques that will make readers better developers no matter what language they use." ,"amazon_rating": 4.3,"release_date": "2019-05-20","tags": ["Introduction To Programming", "Safe handling of errors and exceptions", "Dealing with optional data"]}
 {"index":{"_index":"books","_id":"47"}}
 {"title": "Discovering Statistics Using R", "author": "Andy Field, Jeremy Miles and Zoe Field","edition": 1,"synopsis": "Discovering Statistics Using R takes students on a journey of statistical discovery using R, a free, flexible and dynamically changing software tool for data analysis that is becoming increasingly popular across the social and behavioural sciences throughout the world." ,"amazon_rating": 4.5,"release_date": "2012-03-22","tags": ["Programming Languages & Tools", "Psychological Methodology", "R Programming"]}
 {"index":{"_index":"books","_id":"48"}}
 {"title": "R for Data Science", "author": "Garrett Grolemund and Hadley Wickham","edition": 1,"synopsis": "What exactly is data science? With this book, you’ll gain a clear understanding of this discipline for discovering natural laws in the structure of data. Along the way, you’ll learn how to use the versatile R programming language for data analysis." ,"amazon_rating": 4.7,"release_date": "2016-07-25","tags": ["Data Wrangling", "Data Visualization", "Exploratory Data Analysis"]}
 {"index":{"_index":"books","_id":"49"}}
 {"title": "Geocomputation with R", "author": "Robin Lovelace, Jakub Nowosad and Jannes Muenchow","edition": 1,"synopsis": "Geocomputation with R is for people who want to analyze, visualize and model geographic data with open source software. It is based on R, a statistical programming language that has powerful data processing, visualization, and geospatial capabilities." ,"amazon_rating": 5.0,"release_date": "2019-03-21","tags": ["Geocomputation", "R Programming"]}
 {"index":{"_index":"books","_id":"50"}}
 {"title": "R Cookbook", "author": "Jd Long and Paul Teetor","edition": 1,"synopsis": "Perform data analysis with R quickly and efficiently with more than 275 practical recipes in this expanded second edition. The R language provides everything you need to do statistical work, but its structure can be difficult to master. These task-oriented recipes make you productive with R immediately. Solutions range from basic tasks to input and output, general statistics, graphics, and linear regression." ,"amazon_rating": 4.6,"release_date": "2019-07-12","tags": ["Data Analysis, Statistics, and Graphics", "R Programming"]}


================================================
FILE: datasets/bulk_mobile_phones_data.json
================================================
## BIG THANKS to Prathik for this dataset on Kaggle! https://pratikgarai.github.io

POST _bulk
{"index":{"_index":"mobile_phones"}}
{"id":1,"name":"Realme X2 Pro","brand":"Realme","model":"X2 Pro","battery_capacity_mAh":4000,"screen_size_inches":6.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":2400,"processor":8,"ram_memory_mb":6000,"internal_storage_GB":64,"rear_camera":64,"front_camera":16,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":296.13,"price_usd":350.29}
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{"id":2,"name":"iPhone 11 Pro Max","brand":"Apple","model":"iPhone 11 Pro Max","battery_capacity_mAh":3969,"screen_size_inches":6.5,"touchscreen":"Yes","resolution_x":1242,"resolution_y":2688,"processor":6,"ram_memory_mb":4000,"internal_storage_GB":64,"rear_camera":12,"front_camera":12,"operating_system":"iOS","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":1130.62,"price_usd":1337.42}
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{"id":3,"name":"iPhone 11","brand":"Apple","model":"iPhone 11","battery_capacity_mAh":3110,"screen_size_inches":6.1,"touchscreen":"Yes","resolution_x":828,"resolution_y":1792,"processor":6,"ram_memory_mb":4000,"internal_storage_GB":64,"rear_camera":12,"front_camera":12,"operating_system":"iOS","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":665.26,"price_usd":786.94}
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{"id":4,"name":"LG G8X ThinQ","brand":"LG","model":"G8X ThinQ","battery_capacity_mAh":4000,"screen_size_inches":6.4,"touchscreen":"Yes","resolution_x":1080,"resolution_y":2340,"processor":8,"ram_memory_mb":6000,"internal_storage_GB":128,"rear_camera":12,"front_camera":32,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"No","4G":"No","price_gbp":528.71,"price_usd":625.42}
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{"id":5,"name":"OnePlus 7T","brand":"OnePlus","model":"7T","battery_capacity_mAh":3800,"screen_size_inches":6.55,"touchscreen":"Yes","resolution_x":1080,"resolution_y":2400,"processor":8,"ram_memory_mb":8000,"internal_storage_GB":128,"rear_camera":48,"front_camera":16,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":369.43,"price_usd":437.01}
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{"id":6,"name":"OnePlus 7T Pro","brand":"OnePlus","model":"7T Pro","battery_capacity_mAh":4085,"screen_size_inches":6.67,"touchscreen":"Yes","resolution_x":1440,"resolution_y":3120,"processor":8,"ram_memory_mb":8000,"internal_storage_GB":256,"rear_camera":48,"front_camera":16,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":560.44,"price_usd":662.96}
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{"id":7,"name":"Samsung Galaxy Note 10+","brand":"Samsung","model":"Galaxy Note 10+","battery_capacity_mAh":4300,"screen_size_inches":6.8,"touchscreen":"Yes","resolution_x":1440,"resolution_y":3040,"processor":8,"ram_memory_mb":12000,"internal_storage_GB":256,"rear_camera":12,"front_camera":10,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":842.93,"price_usd":997.11}
{"index":{"_index":"mobile_phones"}}
{"id":8,"name":"Asus ROG Phone 2","brand":"Asus","model":"ROG Phone 2","battery_capacity_mAh":6000,"screen_size_inches":6.59,"touchscreen":"Yes","resolution_x":1080,"resolution_y":2340,"processor":8,"ram_memory_mb":8000,"internal_storage_GB":128,"rear_camera":48,"front_camera":24,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":401.89,"price_usd":475.4}
{"index":{"_index":"mobile_phones"}}
{"id":9,"name":"Xiaomi Redmi K20 Pro","brand":"Xiaomi","model":"Redmi K20 Pro","battery_capacity_mAh":4000,"screen_size_inches":6.39,"touchscreen":"Yes","resolution_x":1080,"resolution_y":2340,"processor":8,"ram_memory_mb":6000,"internal_storage_GB":128,"rear_camera":48,"front_camera":20,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"No","4G":"No","price_gbp":245.27,"price_usd":290.13}
{"index":{"_index":"mobile_phones"}}
{"id":10,"name":"Oppo K3","brand":"Oppo","model":"K3","battery_capacity_mAh":3765,"screen_size_inches":6.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":2340,"processor":8,"ram_memory_mb":6000,"internal_storage_GB":64,"rear_camera":16,"front_camera":16,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":253.73,"price_usd":300.14}
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{"id":944,"name":"Zen Admire Swadesh","brand":"Zen","model":"Admire Swadesh","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":50.66,"price_usd":59.93}
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{"id":947,"name":"Karbonn Aura Sleek 4G","brand":"Karbonn","model":"Aura Sleek 4G","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":59.95,"price_usd":70.91}
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{"id":948,"name":"Intex Aqua Trend Lite","brand":"Intex","model":"Aqua Trend Lite","battery_capacity_mAh":2600,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":42.3,"price_usd":50.03}
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{"id":949,"name":"Lenovo Vibe B","brand":"Lenovo","model":"Vibe B","battery_capacity_mAh":2000,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"No","4G":"No","price_gbp":68.22,"price_usd":80.7}
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{"id":950,"name":"LeEco Le Pro 3 Elite","brand":"LeEco","model":"Le Pro 3 Elite","battery_capacity_mAh":4070,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":4,"ram_memory_mb":4000,"internal_storage_GB":32,"rear_camera":16,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":116.23,"price_usd":137.5}
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{"id":951,"name":"iVoomi iV505","brand":"iVoomi","model":"iV505","battery_capacity_mAh":3000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":1440,"resolution_y":2560,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":41.25,"price_usd":48.79}
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{"id":952,"name":"Swipe Elite Sense","brand":"Swipe","model":"Elite Sense","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":46.54,"price_usd":55.05}
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{"id":953,"name":"Intex Aqua Strong 5.1+","brand":"Intex","model":"Aqua Strong 5.1+","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"No","4G":"Yes","price_gbp":39.03,"price_usd":46.17}
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{"id":954,"name":"Nubia N1 lite","brand":"Nubia","model":"N1 lite","battery_capacity_mAh":3000,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":63.45,"price_usd":75.05}
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{"id":955,"name":"ZTE Blade V8 Mini","brand":"ZTE","model":"Blade V8 Mini","battery_capacity_mAh":2800,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"No","4G":"No","price_gbp":55.0,"price_usd":65.06}
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{"id":956,"name":"Alcatel A5 LED","brand":"Alcatel","model":"A5 LED","battery_capacity_mAh":2800,"screen_size_inches":5.2,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":158.92,"price_usd":187.99}
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{"id":957,"name":"Sony Xperia XA1","brand":"Sony","model":"Xperia XA1","battery_capacity_mAh":2300,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":23,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"No","4G":"Yes","price_gbp":84.55,"price_usd":100.01}
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{"id":959,"name":"Nokia 5","brand":"Nokia","model":"5","battery_capacity_mAh":3000,"screen_size_inches":5.2,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":95.18,"price_usd":112.59}
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{"id":961,"name":"Asus ZenFone Go 5.0 LTE (ZB500KL)","brand":"Asus","model":"ZenFone Go 5.0 LTE (ZB500KL)","battery_capacity_mAh":2600,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":52.87,"price_usd":62.54}
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{"id":962,"name":"Intex Aqua Lions 4G","brand":"Intex","model":"Aqua Lions 4G","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":46.54,"price_usd":55.05}
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{"id":963,"name":"Intex Aqua 4.0","brand":"Intex","model":"Aqua 4.0","battery_capacity_mAh":1500,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":360,"resolution_y":640,"processor":4,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":43.31,"price_usd":51.23}
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{"id":964,"name":"Intex Aqua Amaze+","brand":"Intex","model":"Aqua Amaze+","battery_capacity_mAh":2000,"screen_size_inches":4.7,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":42.83,"price_usd":50.67}
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{"id":973,"name":"Lyf Water 3","brand":"Lyf","model":"Water 3","battery_capacity_mAh":3000,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"No","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"No","4G":"Yes","price_gbp":74.03,"price_usd":87.58}
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{"id":980,"name":"Zen Cinemax Click","brand":"Zen","model":"Cinemax Click","battery_capacity_mAh":2700,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":41.24,"price_usd":48.78}
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{"id":981,"name":"Lava A76+","brand":"Lava","model":"A76+","battery_capacity_mAh":1850,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"No","4G":"No","price_gbp":59.22,"price_usd":70.05}
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{"id":1032,"name":"HTC Desire 10 Lifestyle","brand":"HTC","model":"Desire 10 Lifestyle","battery_capacity_mAh":2700,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":32,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":169.22,"price_usd":200.18}
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{"id":1033,"name":"Samsung Galaxy J5 Prime","brand":"Samsung","model":"Galaxy J5 Prime","battery_capacity_mAh":2400,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":132.19,"price_usd":156.37}
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{"id":1035,"name":"Zopo Color F1","brand":"Zopo","model":"Color F1","battery_capacity_mAh":2300,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":16,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":45.83,"price_usd":54.21}
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{"id":1036,"name":"Lenovo A7700","brand":"Lenovo","model":"A7700","battery_capacity_mAh":2900,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":73.93,"price_usd":87.45}
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{"id":1037,"name":"Lenovo A6600 Plus","brand":"Lenovo","model":"A6600 Plus","battery_capacity_mAh":2300,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":77.21,"price_usd":91.33}
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{"id":1038,"name":"Lenovo A6600","brand":"Lenovo","model":"A6600","battery_capacity_mAh":2300,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":16,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":78.79,"price_usd":93.21}
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{"id":1039,"name":"Zen Admire Star","brand":"Zen","model":"Admire Star","battery_capacity_mAh":2000,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":5,"front_camera":1.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":29.6,"price_usd":35.02}
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{"id":1040,"name":"Samsung Galaxy Folder 2","brand":"Samsung","model":"Galaxy Folder 2","battery_capacity_mAh":1950,"screen_size_inches":3.8,"touchscreen":"No","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"No","4G":"Yes","price_gbp":179.69,"price_usd":212.56}
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{"id":1041,"name":"Xolo Era 1X","brand":"Xolo","model":"Era 1X","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":1280,"resolution_y":720,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":54.46,"price_usd":64.42}
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{"id":1042,"name":"Intex Aqua Costa","brand":"Intex","model":"Aqua Costa","battery_capacity_mAh":2200,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":31.72,"price_usd":37.52}
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{"id":1043,"name":"Intex Aqua Q7N Pro","brand":"Intex","model":"Aqua Q7N Pro","battery_capacity_mAh":2000,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":28.56,"price_usd":33.78}
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{"id":1044,"name":"Lyf Water 10","brand":"Lyf","model":"Water 10","battery_capacity_mAh":2300,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":42.94,"price_usd":50.79}
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{"id":1045,"name":"Vivo Y21L","brand":"Vivo","model":"Y21L","battery_capacity_mAh":2000,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":16,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":75.09,"price_usd":88.83}
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{"id":1046,"name":"Intex Cloud Tread","brand":"Intex","model":"Cloud Tread","battery_capacity_mAh":2200,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":6,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":5,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":45.47,"price_usd":53.78}
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{"id":1047,"name":"InFocus Bingo 50+","brand":"InFocus","model":"Bingo 50+","battery_capacity_mAh":2600,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1280,"resolution_y":720,"processor":4,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"No","4G":"Yes","price_gbp":68.74,"price_usd":81.31}
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{"id":1048,"name":"Samsung Z2","brand":"Samsung","model":"Z2","battery_capacity_mAh":1500,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":0.3,"operating_system":"Tizen","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":38.06,"price_usd":45.03}
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{"id":1049,"name":"Yu Yureka S","brand":"Yu","model":"reka S","battery_capacity_mAh":3000,"screen_size_inches":5.2,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":4,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":74.03,"price_usd":87.58}
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{"id":1050,"name":"Yu Yunique Plus","brand":"Yu","model":"nique Plus","battery_capacity_mAh":2000,"screen_size_inches":4.7,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"No","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":65.56,"price_usd":77.56}
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{"id":1051,"name":"Celkon Millennia Ufeel","brand":"Celkon","model":"Millennia Ufeel","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":3.2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":42.3,"price_usd":50.03}
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{"id":1052,"name":"Intex Aqua Eco 4G","brand":"Intex","model":"Aqua Eco 4G","battery_capacity_mAh":1400,"screen_size_inches":4,"touchscreen":"No","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":42.2,"price_usd":49.92}
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{"id":1053,"name":"Intex Aqua Viturbo","brand":"Intex","model":"Aqua Viturbo","battery_capacity_mAh":2000,"screen_size_inches":4,"touchscreen":"No","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":1,"3G":"No","4G":"No","price_gbp":52.87,"price_usd":62.54}
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{"id":1054,"name":"Lyf Wind 7","brand":"Lyf","model":"Wind 7","battery_capacity_mAh":2250,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":79.31,"price_usd":93.82}
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{"id":1055,"name":"Lyf Flame 7","brand":"Lyf","model":"Flame 7","battery_capacity_mAh":1750,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":26.43,"price_usd":31.26}
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{"id":1056,"name":"Intex Aqua Music","brand":"Intex","model":"Aqua Music","battery_capacity_mAh":3400,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":74.02,"price_usd":87.56}
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{"id":1057,"name":"Asus ZenFone Go (ZB450KL)","brand":"Asus","model":"ZenFone Go (ZB450KL)","battery_capacity_mAh":2070,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":47.58,"price_usd":56.29}
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{"id":1058,"name":"Lyf Flame 8","brand":"Lyf","model":"Flame 8","battery_capacity_mAh":2000,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":26.92,"price_usd":31.84}
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{"id":1060,"name":"Micromax Unite 4 Plus","brand":"Micromax","model":"Unite 4 Plus","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":84.59,"price_usd":100.06}
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{"id":1061,"name":"Swipe Konnect Plus","brand":"Swipe","model":"Konnect Plus","battery_capacity_mAh":3000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":31.62,"price_usd":37.41}
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{"id":1062,"name":"Lava X38","brand":"Lava","model":"X38","battery_capacity_mAh":4000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":65.56,"price_usd":77.56}
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{"id":1063,"name":"Lyf Wind 2","brand":"Lyf","model":"Wind 2","battery_capacity_mAh":2850,"screen_size_inches":6,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":52.83,"price_usd":62.49}
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{"id":1064,"name":"Intex Aqua Strong 5.1","brand":"Intex","model":"Aqua Strong 5.1","battery_capacity_mAh":2800,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":1,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"No","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":48.65,"price_usd":57.55}
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{"id":1065,"name":"Lenovo Vibe K5 Note","brand":"Lenovo","model":"Vibe K5 Note","battery_capacity_mAh":3500,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":84.51,"price_usd":99.96}
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{"id":1066,"name":"Panasonic Eluga Arc 2","brand":"Panasonic","model":"Eluga Arc 2","battery_capacity_mAh":2450,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":59.22,"price_usd":70.05}
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{"id":1067,"name":"Panasonic T44 Lite","brand":"Panasonic","model":"T44 Lite","battery_capacity_mAh":2400,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":800,"resolution_y":480,"processor":4,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":23.16,"price_usd":27.4}
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{"id":1068,"name":"Intex Cloud String v2.0","brand":"Intex","model":"Cloud String v2.0","battery_capacity_mAh":2200,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":1280,"resolution_y":720,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"No","price_gbp":68.74,"price_usd":81.31}
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{"id":1069,"name":"Lyf Water 8","brand":"Lyf","model":"Water 8","battery_capacity_mAh":2600,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":83.55,"price_usd":98.84}
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{"id":1070,"name":"Karbonn Fashion Eye","brand":"Karbonn","model":"Fashion Eye","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"No","resolution_x":1280,"resolution_y":720,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":3.2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":34.68,"price_usd":41.02}
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{"id":1071,"name":"Samsung Galaxy J2 Pro","brand":"Samsung","model":"Galaxy J2 Pro","battery_capacity_mAh":2600,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":110.84,"price_usd":131.11}
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{"id":1072,"name":"InFocus M535+","brand":"InFocus","model":"M535+","battery_capacity_mAh":2600,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":13,"front_camera":13,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":63.46,"price_usd":75.07}
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{"id":1073,"name":"Intex Aqua Ring","brand":"Intex","model":"Aqua Ring","battery_capacity_mAh":2450,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":52.85,"price_usd":62.52}
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{"id":1074,"name":"Lava A32","brand":"Lava","model":"A32","battery_capacity_mAh":1500,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":1,"ram_memory_mb":256,"internal_storage_GB":0.512,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":21.14,"price_usd":25.01}
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{"id":1079,"name":"Lyf Water 4","brand":"Lyf","model":"Water 4","battery_capacity_mAh":2920,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":1,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":52.87,"price_usd":62.54}
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{"id":1080,"name":"Asus ZenFone 3 Max (ZC520TL)","brand":"Asus","model":"ZenFone 3 Max (ZC520TL)","battery_capacity_mAh":4100,"screen_size_inches":5.2,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":147.96,"price_usd":175.03}
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{"id":1082,"name":"Samsung Galaxy On7 Pro","brand":"Samsung","model":"Galaxy On7 Pro","battery_capacity_mAh":3000,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":63.35,"price_usd":74.94}
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{"id":1083,"name":"Samsung Galaxy On5 Pro","brand":"Samsung","model":"Galaxy On5 Pro","battery_capacity_mAh":2600,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":68.54,"price_usd":81.07}
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{"id":1084,"name":"Samsung Galaxy J2 (2016)","brand":"Samsung","model":"Galaxy J2 (2016)","battery_capacity_mAh":2600,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":63.35,"price_usd":74.94}
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{"id":1085,"name":"Intex Aqua Power 4G","brand":"Intex","model":"Aqua Power 4G","battery_capacity_mAh":3800,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":52.83,"price_usd":62.49}
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{"id":1086,"name":"Nubia N1","brand":"Nubia","model":"N1","battery_capacity_mAh":5000,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":13,"front_camera":13,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":126.91,"price_usd":150.12}
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{"id":1087,"name":"Panasonic Eluga Note","brand":"Panasonic","model":"Eluga Note","battery_capacity_mAh":3000,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":16,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":116.23,"price_usd":137.5}
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{"id":1088,"name":"TCL 560","brand":"TCL","model":"560","battery_capacity_mAh":2500,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":52.77,"price_usd":62.42}
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{"id":1089,"name":"Karbonn A91 Storm","brand":"Karbonn","model":"A91 Storm","battery_capacity_mAh":2200,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":21.14,"price_usd":25.01}
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{"id":1090,"name":"Vivo X7","brand":"Vivo","model":"X7","battery_capacity_mAh":3000,"screen_size_inches":5.2,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":4000,"internal_storage_GB":64,"rear_camera":13,"front_camera":16,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":105.75,"price_usd":125.1}
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{"id":1091,"name":"iBall Andi 5G Blink 4G","brand":"iBall","model":"Andi 5G Blink 4G","battery_capacity_mAh":2300,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":51.72,"price_usd":61.18}
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{"id":1092,"name":"Nubia Z11","brand":"Nubia","model":"Z11","battery_capacity_mAh":3000,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":4,"ram_memory_mb":6000,"internal_storage_GB":64,"rear_camera":16,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":222.09,"price_usd":262.72}
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{"id":1093,"name":"Lyf Earth 2","brand":"Lyf","model":"Earth 2","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":13,"front_camera":13,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":73.93,"price_usd":87.45}
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{"id":1094,"name":"Intex Aqua Classic","brand":"Intex","model":"Aqua Classic","battery_capacity_mAh":2100,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":50.66,"price_usd":59.93}
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{"id":1095,"name":"Micromax Canvas Fire 5","brand":"Micromax","model":"Canvas Fire 5","battery_capacity_mAh":2500,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":78.15,"price_usd":92.44}
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{"id":1096,"name":"Oppo A37","brand":"Oppo","model":"A37","battery_capacity_mAh":2630,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":91.66,"price_usd":108.42}
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{"id":1097,"name":"Intex Aqua Sense 5.1","brand":"Intex","model":"Aqua Sense 5.1","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":28.11,"price_usd":33.25}
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{"id":1098,"name":"Panasonic P75","brand":"Panasonic","model":"P75","battery_capacity_mAh":5000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":58.16,"price_usd":68.8}
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{"id":1099,"name":"Xiaomi Redmi 3S","brand":"Xiaomi","model":"Redmi 3S","battery_capacity_mAh":4100,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":68.75,"price_usd":81.32}
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{"id":1100,"name":"Intex Aqua View","brand":"Intex","model":"Aqua View","battery_capacity_mAh":2200,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":51.81,"price_usd":61.29}
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{"id":1101,"name":"Lyf Water 7","brand":"Lyf","model":"Water 7","battery_capacity_mAh":3000,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":5.22,"price_usd":6.18}
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{"id":1102,"name":"Lyf Wind 1","brand":"Lyf","model":"Wind 1","battery_capacity_mAh":2300,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":74.03,"price_usd":87.58}
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{"id":1103,"name":"Panasonic T44","brand":"Panasonic","model":"T44","battery_capacity_mAh":2400,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":37.97,"price_usd":44.91}
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{"id":1105,"name":"Lenovo Phab 2","brand":"Lenovo","model":"Phab 2","battery_capacity_mAh":4050,"screen_size_inches":6.4,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":95.18,"price_usd":112.59}
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{"id":1106,"name":"Lenovo Phab 2 Pro","brand":"Lenovo","model":"Phab 2 Pro","battery_capacity_mAh":4050,"screen_size_inches":6.4,"touchscreen":"Yes","resolution_x":1440,"resolution_y":2560,"processor":8,"ram_memory_mb":4000,"internal_storage_GB":64,"rear_camera":16,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":243.25,"price_usd":287.74}
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{"id":1107,"name":"Lava X81","brand":"Lava","model":"X81","battery_capacity_mAh":2700,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":52.87,"price_usd":62.54}
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{"id":1108,"name":"Lyf Wind 5","brand":"Lyf","model":"Wind 5","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":88.83,"price_usd":105.08}
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{"id":1109,"name":"Lava X46","brand":"Lava","model":"X46","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":102.59,"price_usd":121.36}
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{"id":1110,"name":"Intex Cloud Glory 4G","brand":"Intex","model":"Cloud Glory 4G","battery_capacity_mAh":1800,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":584,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":47.58,"price_usd":56.29}
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{"id":1111,"name":"Samsung Galaxy J3 Pro","brand":"Samsung","model":"Galaxy J3 Pro","battery_capacity_mAh":2600,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":87.77,"price_usd":103.83}
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{"id":1113,"name":"Swipe Elite Plus","brand":"Swipe","model":"Elite Plus","battery_capacity_mAh":3050,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":31.72,"price_usd":37.52}
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{"id":1114,"name":"Lava A82","brand":"Lava","model":"A82","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":95.18,"price_usd":112.59}
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{"id":1115,"name":"Intex Aqua Shine 4G","brand":"Intex","model":"Aqua Shine 4G","battery_capacity_mAh":3000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":47.59,"price_usd":56.3}
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{"id":1116,"name":"LG Stylus 2 Plus","brand":"LG","model":"Stylus 2 Plus","battery_capacity_mAh":3000,"screen_size_inches":5.7,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":16,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":95.18,"price_usd":112.59}
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{"id":1118,"name":"Lyf Flame 4","brand":"Lyf","model":"Flame 4","battery_capacity_mAh":1400,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":44.41,"price_usd":52.53}
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{"id":1119,"name":"Zen Admire SXY","brand":"Zen","model":"Admire SXY","battery_capacity_mAh":1800,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":27.91,"price_usd":33.02}
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{"id":1120,"name":"Lava A59","brand":"Lava","model":"A59","battery_capacity_mAh":1750,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":44.41,"price_usd":52.53}
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{"id":1122,"name":"Panasonic Eluga A2","brand":"Panasonic","model":"Eluga A2","battery_capacity_mAh":4000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":57.43,"price_usd":67.93}
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{"id":1123,"name":"Lava A79","brand":"Lava","model":"A79","battery_capacity_mAh":2200,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":44.42,"price_usd":52.55}
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{"id":1124,"name":"Micromax Canvas Selfie 4","brand":"Micromax","model":"Canvas Selfie 4","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":63.14,"price_usd":74.69}
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{"id":1125,"name":"Micromax Bolt Selfie","brand":"Micromax","model":"Bolt Selfie","battery_capacity_mAh":1750,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":45.47,"price_usd":53.78}
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{"id":1126,"name":"Intex Cloud String HD","brand":"Intex","model":"Cloud String HD","battery_capacity_mAh":2200,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":52.87,"price_usd":62.54}
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{"id":1127,"name":"Intex Aqua Secure","brand":"Intex","model":"Aqua Secure","battery_capacity_mAh":1900,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":51.46,"price_usd":60.88}
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{"id":1128,"name":"Motorola Moto G4 Play","brand":"Motorola","model":"Moto G4 Play","battery_capacity_mAh":2800,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":73.93,"price_usd":87.45}
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{"id":1129,"name":"Sony Xperia XA Ultra","brand":"Sony","model":"Xperia XA Ultra","battery_capacity_mAh":2700,"screen_size_inches":6,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":21.5,"front_camera":16,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":84.6,"price_usd":100.08}
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{"id":1130,"name":"Lenovo Vibe C","brand":"Lenovo","model":"Vibe C","battery_capacity_mAh":2300,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":47.59,"price_usd":56.3}
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{"id":1131,"name":"HTC Desire 628 Dual SIM","brand":"HTC","model":"Desire 628 Dual SIM","battery_capacity_mAh":2200,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":68.73,"price_usd":81.3}
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{"id":1132,"name":"Lyf Wind 4","brand":"Lyf","model":"Wind 4","battery_capacity_mAh":4000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":63.45,"price_usd":75.05}
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{"id":1133,"name":"Lyf Flame 2","brand":"Lyf","model":"Flame 2","battery_capacity_mAh":1500,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":38.06,"price_usd":45.03}
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{"id":1134,"name":"Lava A67","brand":"Lava","model":"A67","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":35.95,"price_usd":42.52}
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{"id":1135,"name":"Micromax Canvas XP 4G","brand":"Micromax","model":"Canvas XP 4G","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"No","bluetooth":"No","gps":"No","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":48.6,"price_usd":57.49}
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{"id":1136,"name":"Intex Cloud Fame","brand":"Intex","model":"Cloud Fame","battery_capacity_mAh":1800,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":41.77,"price_usd":49.41}
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{"id":1137,"name":"Intex Aqua Joy","brand":"Intex","model":"Aqua Joy","battery_capacity_mAh":1450,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":0.3,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":28.2,"price_usd":33.35}
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{"id":1138,"name":"HTC Desire 830","brand":"HTC","model":"Desire 830","battery_capacity_mAh":2800,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":13,"front_camera":4,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":84.6,"price_usd":100.08}
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{"id":1139,"name":"Micromax Canvas Mega 2","brand":"Micromax","model":"Canvas Mega 2","battery_capacity_mAh":3000,"screen_size_inches":6,"touchscreen":"Yes","resolution_x":540,"resolution_y":960,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":79.64,"price_usd":94.21}
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{"id":1140,"name":"iBall Andi 5N Dude","brand":"iBall","model":"Andi 5N Dude","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":21.14,"price_usd":25.01}
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{"id":1141,"name":"Honor 5C","brand":"Honor","model":"5C","battery_capacity_mAh":3000,"screen_size_inches":5.2,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":105.75,"price_usd":125.1}
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{"id":1142,"name":"Panasonic Eluga I3","brand":"Panasonic","model":"Eluga I3","battery_capacity_mAh":2700,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":58.69,"price_usd":69.42}
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{"id":1143,"name":"Swipe Elite Note","brand":"Swipe","model":"Elite Note","battery_capacity_mAh":3000,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":79.32,"price_usd":93.83}
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{"id":1144,"name":"Asus ZenFone Go 4.5 (ZB452KG)","brand":"Asus","model":"ZenFone Go 4.5 (ZB452KG)","battery_capacity_mAh":2070,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":42.3,"price_usd":50.03}
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{"id":1145,"name":"Intex Aqua 4.5 Pro","brand":"Intex","model":"Aqua 4.5 Pro","battery_capacity_mAh":1500,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":50.24,"price_usd":59.43}
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{"id":1146,"name":"ZTE Blade A910","brand":"ZTE","model":"Blade A910","battery_capacity_mAh":2540,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":52.87,"price_usd":62.54}
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{"id":1147,"name":"ZTE Blade V7 Max","brand":"ZTE","model":"Blade V7 Max","battery_capacity_mAh":3000,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":16,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":47.59,"price_usd":56.3}
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{"id":1148,"name":"LeEco Le 2 Pro","brand":"LeEco","model":"Le 2 Pro","battery_capacity_mAh":3000,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":10,"ram_memory_mb":4000,"internal_storage_GB":32,"rear_camera":21,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":62.3,"price_usd":73.69}
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{"id":1149,"name":"Nubia Z11 mini","brand":"Nubia","model":"Z11 mini","battery_capacity_mAh":2800,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":64,"rear_camera":16,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":105.75,"price_usd":125.1}
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{"id":1150,"name":"Gionee Pioneer P5W","brand":"Gionee","model":"Pioneer P5W","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":16,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":50.77,"price_usd":60.05}
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{"id":1151,"name":"Yu Yureka Note","brand":"Yu","model":"reka Note","battery_capacity_mAh":4000,"screen_size_inches":6,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":68.74,"price_usd":81.31}
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{"id":1152,"name":"Videocon Krypton V50DA","brand":"Videocon","model":"Krypton V50DA","battery_capacity_mAh":3000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":42.37,"price_usd":50.12}
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{"id":1153,"name":"HTC 10 Lifestyle","brand":"HTC","model":"10 Lifestyle","battery_capacity_mAh":3000,"screen_size_inches":5.2,"touchscreen":"Yes","resolution_x":1440,"resolution_y":2560,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":12,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":103.13,"price_usd":121.99}
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{"id":1154,"name":"Meizu m3 note","brand":"Meizu","model":"m3 note","battery_capacity_mAh":4100,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":55.95,"price_usd":66.18}
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{"id":1155,"name":"Reach Opulent","brand":"Reach","model":"Opulent","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":28.45,"price_usd":33.65}
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{"id":1156,"name":"Asus Zenfone Go 5.0 LTE","brand":"Asus","model":"Zenfone Go 5.0 LTE","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":52.78,"price_usd":62.43}
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{"id":1157,"name":"Gionee Pioneer P5 mini","brand":"Gionee","model":"Pioneer P5 mini","battery_capacity_mAh":1850,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":52.87,"price_usd":62.54}
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{"id":1158,"name":"Samsung Galaxy A9 Pro","brand":"Samsung","model":"Galaxy A9 Pro","battery_capacity_mAh":5000,"screen_size_inches":6,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":4000,"internal_storage_GB":32,"rear_camera":16,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":211.32,"price_usd":249.97}
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{"id":1159,"name":"Intex Cloud Gem+","brand":"Intex","model":"Cloud Gem+","battery_capacity_mAh":1400,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":2,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":23.26,"price_usd":27.51}
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{"id":1160,"name":"Samsung Galaxy J7 (2016)","brand":"Samsung","model":"Galaxy J7 (2016)","battery_capacity_mAh":3300,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1080,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":142.25,"price_usd":168.27}
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{"id":1161,"name":"Samsung Galaxy J5 (2016)","brand":"Samsung","model":"Galaxy J5 (2016)","battery_capacity_mAh":3100,"screen_size_inches":5.2,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":105.75,"price_usd":125.1}
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{"id":1162,"name":"Vivo Y31L","brand":"Vivo","model":"Y31L","battery_capacity_mAh":2200,"screen_size_inches":4.7,"touchscreen":"Yes","resolution_x":540,"resolution_y":960,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":90.95,"price_usd":107.58}
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{"id":1163,"name":"Reach Cogent","brand":"Reach","model":"Cogent","battery_capacity_mAh":2000,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":3.2,"front_camera":1.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":23.27,"price_usd":27.52}
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{"id":1164,"name":"Lava V2s","brand":"Lava","model":"V2s","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":8,"rear_camera":8,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":47.59,"price_usd":56.3}
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{"id":1165,"name":"Videocon Krypton V50FG","brand":"Videocon","model":"Krypton V50FG","battery_capacity_mAh":2200,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":69.8,"price_usd":82.57}
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{"id":1166,"name":"Lava A52","brand":"Lava","model":"A52","battery_capacity_mAh":1200,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":2,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":21.14,"price_usd":25.01}
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{"id":1168,"name":"Intex Aqua 4G Strong","brand":"Intex","model":"Aqua 4G Strong","battery_capacity_mAh":1700,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":768,"internal_storage_GB":4,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":68.75,"price_usd":81.32}
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{"id":1169,"name":"Lava Flair S1","brand":"Lava","model":"Flair S1","battery_capacity_mAh":1750,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":2,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":3.2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":21.14,"price_usd":25.01}
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{"id":1170,"name":"InFocus Bingo 20 (M425)","brand":"InFocus","model":"Bingo 20 (M425)","battery_capacity_mAh":2300,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":850,"resolution_y":480,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":47.49,"price_usd":56.17}
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{"id":1171,"name":"Panasonic T50","brand":"Panasonic","model":"T50","battery_capacity_mAh":1600,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":71.5,"price_usd":84.57}
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{"id":1172,"name":"Intex Aqua Twist","brand":"Intex","model":"Aqua Twist","battery_capacity_mAh":2200,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":0,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":37.01,"price_usd":43.78}
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{"id":1173,"name":"mPhone 8","brand":"mPhone","model":"8","battery_capacity_mAh":3050,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":4000,"internal_storage_GB":64,"rear_camera":21,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":68.74,"price_usd":81.31}
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{"id":1174,"name":"mPhone 7 Plus","brand":"mPhone","model":"7 Plus","battery_capacity_mAh":2600,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":16,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":78.25,"price_usd":92.57}
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{"id":1175,"name":"Intex Cloud Breeze","brand":"Intex","model":"Cloud Breeze","battery_capacity_mAh":2300,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":2,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":31.72,"price_usd":37.52}
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{"id":1176,"name":"Lyf Wind 6","brand":"Lyf","model":"Wind 6","battery_capacity_mAh":2250,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":37.01,"price_usd":43.78}
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{"id":1177,"name":"Blu Life Mark","brand":"Blu","model":"Life Mark","battery_capacity_mAh":2300,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":84.6,"price_usd":100.08}
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{"id":1178,"name":"Zopo Speed 8","brand":"Zopo","model":"Speed 8","battery_capacity_mAh":3600,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":10,"ram_memory_mb":4000,"internal_storage_GB":32,"rear_camera":21,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":105.55,"price_usd":124.86}
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{"id":1179,"name":"Xolo Era X","brand":"Xolo","model":"Era X","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":48.22,"price_usd":57.04}
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{"id":1180,"name":"Intex Aqua Fish","brand":"Intex","model":"Aqua Fish","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":2,"operating_system":"Sailfish","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":50.76,"price_usd":60.04}
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{"id":1181,"name":"ZTE Blade V7 Lite","brand":"ZTE","model":"Blade V7 Lite","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":40.61,"price_usd":48.04}
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{"id":1182,"name":"Sony Xperia X","brand":"Sony","model":"Xperia X","battery_capacity_mAh":2620,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":1,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":23,"front_camera":13,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":211.42,"price_usd":250.09}
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{"id":1183,"name":"Sony Xperia XA","brand":"Sony","model":"Xperia XA","battery_capacity_mAh":2300,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":84.55,"price_usd":100.01}
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{"id":1184,"name":"HTC Desire 825","brand":"HTC","model":"Desire 825","battery_capacity_mAh":2700,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":83.45,"price_usd":98.71}
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{"id":1185,"name":"HTC Desire 630","brand":"HTC","model":"Desire 630","battery_capacity_mAh":2200,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":108.93,"price_usd":128.85}
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{"id":1186,"name":"HP Elite x3","brand":"HP","model":"Elite x3","battery_capacity_mAh":4150,"screen_size_inches":5.96,"touchscreen":"Yes","resolution_x":1440,"resolution_y":2560,"processor":4,"ram_memory_mb":4000,"internal_storage_GB":64,"rear_camera":15,"front_camera":8,"operating_system":"Windows","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":938.33,"price_usd":1109.96}
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{"id":1187,"name":"Alcatel Idol 4","brand":"Alcatel","model":"Idol 4","battery_capacity_mAh":2610,"screen_size_inches":5.2,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":179.79,"price_usd":212.67}
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{"id":1188,"name":"Intex Aqua Ace Mini","brand":"Intex","model":"Aqua Ace Mini","battery_capacity_mAh":3000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":72.44,"price_usd":85.69}
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{"id":1189,"name":"Swipe Konnect 5.1","brand":"Swipe","model":"Konnect 5.1","battery_capacity_mAh":3000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":3.2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":43.35,"price_usd":51.28}
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{"id":1190,"name":"LG Stylus 2","brand":"LG","model":"Stylus 2","battery_capacity_mAh":3000,"screen_size_inches":5.7,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":16,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":84.6,"price_usd":100.08}
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{"id":1191,"name":"Intex Cloud Crystal 2.5D","brand":"Intex","model":"Cloud Crystal 2.5D","battery_capacity_mAh":2200,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":71.92,"price_usd":85.07}
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{"id":1192,"name":"Intex Aqua Freedom","brand":"Intex","model":"Aqua Freedom","battery_capacity_mAh":3000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":32.78,"price_usd":38.77}
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{"id":1193,"name":"Microsoft Lumia 650","brand":"Microsoft","model":"Lumia 650","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Windows","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":105.66,"price_usd":124.98}
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{"id":1194,"name":"LG X cam","brand":"LG","model":"X cam","battery_capacity_mAh":2520,"screen_size_inches":5.2,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":84.61,"price_usd":100.09}
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{"id":1195,"name":"Intex Aqua Craze","brand":"Intex","model":"Aqua Craze","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":31.72,"price_usd":37.52}
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{"id":1196,"name":"Intex Aqua Lite","brand":"Intex","model":"Aqua Lite","battery_capacity_mAh":1400,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":2,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":29.6,"price_usd":35.02}
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{"id":1197,"name":"Lava X11","brand":"Lava","model":"X11","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":84.4,"price_usd":99.84}
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{"id":1198,"name":"Lava A88","brand":"Lava","model":"A88","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":52.34,"price_usd":61.92}
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{"id":1199,"name":"Lenovo Vibe P1 Turbo","brand":"Lenovo","model":"Vibe P1 Turbo","battery_capacity_mAh":5000,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":81.22,"price_usd":96.07}
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{"id":1200,"name":"Lava A71","brand":"Lava","model":"A71","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":42.2,"price_usd":49.92}
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{"id":1201,"name":"Intex Aqua Wing","brand":"Intex","model":"Aqua Wing","battery_capacity_mAh":1500,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":1,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":31.62,"price_usd":37.41}
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{"id":1202,"name":"Intex Aqua Raze","brand":"Intex","model":"Aqua Raze","battery_capacity_mAh":1800,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":1,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":52.87,"price_usd":62.54}
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{"id":1203,"name":"Panasonic P66 Mega","brand":"Panasonic","model":"P66 Mega","battery_capacity_mAh":3200,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"No","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":56.04,"price_usd":66.3}
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{"id":1204,"name":"Lyf Flame 1","brand":"Lyf","model":"Flame 1","battery_capacity_mAh":2000,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":58.16,"price_usd":68.8}
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{"id":1205,"name":"Lava X3","brand":"Lava","model":"X3","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":42.3,"price_usd":50.03}
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{"id":1206,"name":"Zopo Hero 1","brand":"Zopo","model":"Hero 1","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13.2,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":126.92,"price_usd":150.13}
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{"id":1207,"name":"iBall Cobalt 5.5F Youva","brand":"iBall","model":"Cobalt 5.5F Youva","battery_capacity_mAh":2600,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":80.37,"price_usd":95.07}
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{"id":1208,"name":"Micromax Canvas Juice 4","brand":"Micromax","model":"Canvas Juice 4","battery_capacity_mAh":3000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":42.25,"price_usd":49.98}
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{"id":1209,"name":"Vivo Y51L","brand":"Vivo","model":"Y51L","battery_capacity_mAh":2350,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":540,"resolution_y":960,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":96.23,"price_usd":113.84}
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{"id":1210,"name":"Lava V5","brand":"Lava","model":"V5","battery_capacity_mAh":3000,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":87.26,"price_usd":103.22}
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{"id":1211,"name":"Lyf Water 2","brand":"Lyf","model":"Water 2","battery_capacity_mAh":2400,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":81.97,"price_usd":96.96}
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{"id":1212,"name":"Lyf Water 1","brand":"Lyf","model":"Water 1","battery_capacity_mAh":2600,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":50.77,"price_usd":60.05}
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{"id":1222,"name":"Lenovo A7000 Turbo","brand":"Lenovo","model":"A7000 Turbo","battery_capacity_mAh":2900,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":148.07,"price_usd":175.15}
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{"id":1224,"name":"Alcatel Pixi 4 (6)","brand":"Alcatel","model":"Pixi 4 (6)","battery_capacity_mAh":2580,"screen_size_inches":6,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":42.28,"price_usd":50.02}
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{"id":1228,"name":"Lava Iris Atom 3","brand":"Lava","model":"Iris Atom 3","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":30.66,"price_usd":36.27}
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{"id":1232,"name":"Zen Cinemax 2","brand":"Zen","model":"Cinemax 2","battery_capacity_mAh":2900,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":540,"resolution_y":960,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":39.55,"price_usd":46.78}
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{"id":1233,"name":"Videocon Z55 Krypton","brand":"Videocon","model":"Z55 Krypton","battery_capacity_mAh":2200,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":31.2,"price_usd":36.91}
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{"id":1238,"name":"Asus ZenPad C 7.0 (Z170MG)","brand":"Asus","model":"ZenPad C 7.0 (Z170MG)","battery_capacity_mAh":3450,"screen_size_inches":7,"touchscreen":"No","resolution_x":1024,"resolution_y":600,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":65.56,"price_usd":77.56}
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{"id":1239,"name":"Xiaomi Redmi Note Prime","brand":"Xiaomi","model":"Redmi Note Prime","battery_capacity_mAh":3100,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":95.18,"price_usd":112.59}
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{"id":1306,"name":"Micromax Canvas Juice 3","brand":"Micromax","model":"Canvas Juice 3","battery_capacity_mAh":4000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":45.37,"price_usd":53.67}
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{"id":1307,"name":"HTC Desire 728 Dual SIM","brand":"HTC","model":"Desire 728 Dual SIM","battery_capacity_mAh":2800,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"No","4G":"Yes","price_gbp":63.45,"price_usd":75.05}
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{"id":1308,"name":"Lenovo Vibe P1m","brand":"Lenovo","model":"Vibe P1m","battery_capacity_mAh":3900,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":74.02,"price_usd":87.56}
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{"id":1309,"name":"Sony Xperia Z5 Premium Dual","brand":"Sony","model":"Xperia Z5 Premium Dual","battery_capacity_mAh":3430,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":2160,"resolution_y":3840,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":23,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":608.14,"price_usd":719.38}
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{"id":1310,"name":"Acer Liquid Z530","brand":"Acer","model":"Liquid Z530","battery_capacity_mAh":2420,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":60.81,"price_usd":71.94}
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{"id":1311,"name":"Micromax Canvas Fire 4G","brand":"Micromax","model":"Canvas Fire 4G","battery_capacity_mAh":1850,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":42.3,"price_usd":50.03}
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{"id":1312,"name":"Intex Cloud V","brand":"Intex","model":"Cloud V","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":39.12,"price_usd":46.28}
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{"id":1313,"name":"iBall Andi 4.5 O'Buddy","brand":"iBall","model":"Andi 4.5 O'Buddy","battery_capacity_mAh":1800,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":1,"rear_camera":8,"front_camera":3.2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":52.83,"price_usd":62.49}
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{"id":1314,"name":"Videocon Z55 Dash","brand":"Videocon","model":"Z55 Dash","battery_capacity_mAh":2200,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":8,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":58.16,"price_usd":68.8}
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{"id":1315,"name":"Intex Aqua Turbo 4G","brand":"Intex","model":"Aqua Turbo 4G","battery_capacity_mAh":3000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":59.75,"price_usd":70.67}
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{"id":1316,"name":"Zopo Speed 7","brand":"Zopo","model":"Speed 7","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":13.2,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":42.2,"price_usd":49.92}
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{"id":1317,"name":"Panasonic Eluga Switch","brand":"Panasonic","model":"Eluga Switch","battery_capacity_mAh":2910,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":32,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":158.54,"price_usd":187.54}
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{"id":1318,"name":"Intex Aqua 3G Neo","brand":"Intex","model":"Aqua 3G Neo","battery_capacity_mAh":1500,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":25.37,"price_usd":30.01}
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{"id":1319,"name":"Lenovo A2010","brand":"Lenovo","model":"A2010","battery_capacity_mAh":2000,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":63.46,"price_usd":75.07}
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{"id":1320,"name":"Lava Flair P1i","brand":"Lava","model":"Flair P1i","battery_capacity_mAh":1400,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":400,"resolution_y":800,"processor":1,"ram_memory_mb":256,"internal_storage_GB":0.512,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":23.5,"price_usd":27.8}
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{"id":1321,"name":"Panasonic T45 4G","brand":"Panasonic","model":"T45 4G","battery_capacity_mAh":1800,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":49.18,"price_usd":58.18}
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{"id":1322,"name":"Panasonic Eluga I2","brand":"Panasonic","model":"Eluga I2","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":61.66,"price_usd":72.94}
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{"id":1323,"name":"Panasonic Eluga L2","brand":"Panasonic","model":"Eluga L2","battery_capacity_mAh":2500,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":540,"resolution_y":960,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":42.2,"price_usd":49.92}
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{"id":1324,"name":"Lava Iris Atom 2","brand":"Lava","model":"Iris Atom 2","battery_capacity_mAh":1750,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":854,"resolution_y":480,"processor":4,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":1,"3G":"Yes","4G":"No","price_gbp":45.47,"price_usd":53.78}
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{"id":1325,"name":"iBall Andi 5U Platino","brand":"iBall","model":"Andi 5U Platino","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":540,"resolution_y":960,"processor":4,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":8,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":37.01,"price_usd":43.78}
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{"id":1326,"name":"Intex Aqua Sense 5.0","brand":"Intex","model":"Aqua Sense 5.0","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":540,"resolution_y":960,"processor":4,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":41.24,"price_usd":48.78}
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{"id":1327,"name":"Philips Xenium S309","brand":"Philips","model":"Xenium S309","battery_capacity_mAh":1600,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":2,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"No","price_gbp":33.83,"price_usd":40.02}
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{"id":1328,"name":"Intex Cloud Pace","brand":"Intex","model":"Cloud Pace","battery_capacity_mAh":1700,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":540,"resolution_y":960,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":47.58,"price_usd":56.29}
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{"id":1329,"name":"Blu Win HD LTE","brand":"Blu","model":"Win HD LTE","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Windows","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":47.59,"price_usd":56.3}
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{"id":1330,"name":"Intex Aqua Q1+","brand":"Intex","model":"Aqua Q1+","battery_capacity_mAh":1600,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":5,"front_camera":1.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":47.05,"price_usd":55.66}
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{"id":1331,"name":"Intex Aqua Dream II","brand":"Intex","model":"Aqua Dream II","battery_capacity_mAh":2300,"screen_size_inches":5.5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":86.73,"price_usd":102.59}
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{"id":1332,"name":"Asus ZenFone 2 Laser (ZE601KL)","brand":"Asus","model":"ZenFone 2 Laser (ZE601KL)","battery_capacity_mAh":3000,"screen_size_inches":6,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":95.18,"price_usd":112.59}
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{"id":1333,"name":"Intex Cloud 4G Star","brand":"Intex","model":"Cloud 4G Star","battery_capacity_mAh":2300,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"No","4G":"Yes","price_gbp":63.45,"price_usd":75.05}
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{"id":1334,"name":"Lava Iris X5 4G","brand":"Lava","model":"Iris X5 4G","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":74.02,"price_usd":87.56}
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{"id":1335,"name":"Asus ZenFone 2 Laser (ZE500KL)","brand":"Asus","model":"ZenFone 2 Laser (ZE500KL)","battery_capacity_mAh":2070,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":8,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":63.35,"price_usd":74.94}
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{"id":1336,"name":"Sony Xperia M5","brand":"Sony","model":"Xperia M5","battery_capacity_mAh":2600,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":21.5,"front_camera":13,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":63.45,"price_usd":75.05}
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{"id":1337,"name":"Sony Xperia C5 Ultra","brand":"Sony","model":"Xperia C5 Ultra","battery_capacity_mAh":2930,"screen_size_inches":6,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":13,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":274.88,"price_usd":325.16}
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{"id":1338,"name":"Lava Iris X1 Selfie","brand":"Lava","model":"Iris X1 Selfie","battery_capacity_mAh":2000,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":854,"resolution_y":480,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":31.72,"price_usd":37.52}
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{"id":1339,"name":"InFocus M808","brand":"InFocus","model":"M808","battery_capacity_mAh":2450,"screen_size_inches":5.2,"touchscreen":"Yes","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":1,"3G":"Yes","4G":"Yes","price_gbp":47.49,"price_usd":56.17}
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{"id":1340,"name":"Panasonic Love T10","brand":"Panasonic","model":"Love T10","battery_capacity_mAh":1400,"screen_size_inches":3.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":2,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":21.15,"price_usd":25.02}
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{"id":1341,"name":"iBall Andi HD6","brand":"iBall","model":"Andi HD6","battery_capacity_mAh":3000,"screen_size_inches":6,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":52.88,"price_usd":62.55}
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{"id":1342,"name":"Lava Flair Z1","brand":"Lava","model":"Flair Z1","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":31.72,"price_usd":37.52}
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{"id":1343,"name":"Intex Aqua Y2 Power","brand":"Intex","model":"Aqua Y2 Power","battery_capacity_mAh":2900,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":42.83,"price_usd":50.67}
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{"id":1344,"name":"LG Max","brand":"LG","model":"Max","battery_capacity_mAh":2540,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":42.3,"price_usd":50.03}
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{"id":1345,"name":"Karbonn Titanium Mach One Plus","brand":"Karbonn","model":"Titanium Mach One Plus","battery_capacity_mAh":1800,"screen_size_inches":4.7,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":42.2,"price_usd":49.92}
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{"id":1346,"name":"Panasonic T33","brand":"Panasonic","model":"T33","battery_capacity_mAh":1500,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":3,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":31.62,"price_usd":37.41}
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{"id":1347,"name":"iBall Andi 3.5V Genius2","brand":"iBall","model":"Andi 3.5V Genius2","battery_capacity_mAh":1250,"screen_size_inches":3.5,"touchscreen":"Yes","resolution_x":320,"resolution_y":480,"processor":1,"ram_memory_mb":256,"internal_storage_GB":0.512,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":26.43,"price_usd":31.26}
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{"id":1348,"name":"Spice XLife 406","brand":"Spice","model":"XLife 406","battery_capacity_mAh":1450,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":1,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":3.2,"front_camera":1.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":37.02,"price_usd":43.79}
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{"id":1349,"name":"Micromax Bolt D303","brand":"Micromax","model":"Bolt D303","battery_capacity_mAh":1300,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":2,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":3.2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":31.56,"price_usd":37.33}
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{"id":1350,"name":"Vivo V1","brand":"Vivo","model":"V1","battery_capacity_mAh":2300,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"Yes","price_gbp":161.82,"price_usd":191.42}
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{"id":1351,"name":"Panasonic Eluga Z","brand":"Panasonic","model":"Eluga Z","battery_capacity_mAh":2050,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":720,"resolution_y":1280,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":58.48,"price_usd":69.17}
{"index":{"_index":"mobile_phones"}}
{"id":1352,"name":"Xolo Era","brand":"Xolo","model":"Era","battery_capacity_mAh":2100,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":854,"resolution_y":480,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":39.12,"price_usd":46.28}
{"index":{"_index":"mobile_phones"}}
{"id":1353,"name":"Intex Aqua Y2 Ultra","brand":"Intex","model":"Aqua Y2 Ultra","battery_capacity_mAh":1400,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":38.06,"price_usd":45.03}
{"index":{"_index":"mobile_phones"}}
{"id":1354,"name":"Intex Aqua A2","brand":"Intex","model":"Aqua A2","battery_capacity_mAh":1500,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":27.49,"price_usd":32.52}
{"index":{"_index":"mobile_phones"}}
{"id":1355,"name":"Videocon Infinium Z51 Nova+","brand":"Videocon","model":"Infinium Z51 Nova+","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":31.09,"price_usd":36.78}
{"index":{"_index":"mobile_phones"}}
{"id":1356,"name":"Intex Aqua Y4","brand":"Intex","model":"Aqua Y4","battery_capacity_mAh":1700,"screen_size_inches":4.5,"touchscreen":"Yes","resolution_x":480,"resolution_y":854,"processor":2,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"No","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":31.72,"price_usd":37.52}
{"index":{"_index":"mobile_phones"}}
{"id":1357,"name":"iBall Andi4 B20","brand":"iBall","model":"Andi4 B20","battery_capacity_mAh":1250,"screen_size_inches":4,"touchscreen":"Yes","resolution_x":480,"resolution_y":800,"processor":1,"ram_memory_mb":256,"internal_storage_GB":0.512,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"Yes","bluetooth":"Yes","gps":"Yes","number_of_sims":2,"3G":"Yes","4G":"No","price_gbp":26.42,"price_usd":31.25}


================================================
FILE: datasets/coffee_sales.txt
================================================
PUT coffee_sales/_bulk
{"index":{"_id":"1"}}
{"date":"2022-09-01","sales":{"cappuccino":23,"latte":12,"americano":9,"tea":7},"price":{"cappuccino":2.50,"latte":2.40,"americano":2.10,"tea":1.50}}
{"index":{"_id":"2"}}
{ "date":"2022-09-02","sales":{"cappuccino":40,"latte":16,"americano":19,"tea":15},"price":{"cappuccino":2.50,"latte":2.40,"americano":2.10,"tea":1.50}}



================================================
FILE: datasets/covid-26march2021.txt
================================================
POST covid/_bulk
{"index":{}}
{"country":"United States of America","date":"2021-03-26","cases":30853032,"deaths":561142,"recovered":23275268,"critical":8610}
{"index":{}}
{"country":"Brazil","date":"2021-03-26","cases":12407323,"deaths":307326,"recovered":10824095,"critical":8318}
{"index":{}}
{"country":"India","date":"2021-03-26","cases":11908373,"deaths":161275,"recovered":11292849,"critical":8944}
{"index":{}}
{"country":"Russia","date":"2021-03-26","cases":4501859,"deaths":97017,"recovered":4120161,"critical":2300}
{"index":{}}
{"country":"France","date":"2021-03-26","cases":4465956,"deaths":94275,"recovered":288062,"critical":4766}
{"index":{}}
{"country":"United kingdom","date":"2021-03-26","cases":4325315,"deaths":126515,"recovered":3768434,"critical":630}
{"index":{}}
{"country":"Italy","date":"2021-03-26","cases":3488619,"deaths":107256,"recovered":2814652,"critical":3628}
{"index":{}}
{"country":"Spain","date":"2021-03-26","cases":3255324,"deaths":75010,"recovered":3016247,"critical":1830}
{"index":{}}
{"country":"Turkey","date":"2021-03-26","cases":3149094,"deaths":30772,"recovered":2921037,"critical":1810}
{"index":{}}
{"country":"Germany","date":"2021-03-26","cases":2754002,"deaths":76303,"recovered":2467600,"critical":3209}


================================================
FILE: datasets/london_restaurants.txt
================================================
# Create a mapping for restaurants
PUT restaurants
{
  "mappings": {
    "properties": {
      "name":{
        "type": "text"
      },
      "town_centre":{
        "type": "geo_point"
      },
      "location":{
        "type": "geo_point"
      },
      "category":{
        "type":"text"
      },
      "hygenie_rating":{
        "type": "short"
      },
      "borough":{
        "type":"text"
      }
    }
  }
}

# A big thanks to Shirang Dixit for his Kaggle's dataset: 
# https://www.kaggle.com/datasets/shrirangdixit/restaurants-and-venues-in-london?resource=download&select=top_100.csv

# Index the restuarants data

PUT _bulk
{"index":{"_index":"restaurants","_id":"1"}}
{"borough": "Barking and Dagenham", "name": "Costa Coffee", "town_center": "51.574780001107, 0.174409970722365", "location": "51.5768901505657, 0.179497329179776", "category": "Coffee Shop"}
{"index":{"_index":"restaurants","_id":"2"}}
{"borough": "Barking and Dagenham", "name": "Ciao Bella", "town_center": "51.574780001107, 0.174409970722365", "location": "51.5761031644746, 0.182819451657697", "category": "Italian Restaurant"}
{"index":{"_index":"restaurants","_id":"3"}}
{"borough": "Barking and Dagenham", "name": "Costa Coffee", "town_center": "51.574780001107, 0.174409970722365", "location": "51.5764810641186, 0.182447859463851", "category": "Coffee Shop"}
{"index":{"_index":"restaurants","_id":"4"}}
{"borough": "Barking and Dagenham", "name": "Braza", "town_center": "51.574780001107, 0.174409970722365", "location": "51.5763438553126, 0.181760001988972", "category": "Brazilian Restaurant"}
{"index":{"_index":"restaurants","_id":"5"}}
{"borough": "Barking and Dagenham", "name": "The Bull", "town_center": "51.574780001107, 0.174409970722365", "location": "51.5795205127607, 0.182871095573334", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"6"}}
{"borough": "Barking and Dagenham", "name": "Patisserie Valerie", "town_center": "51.574780001107, 0.174409970722365", "location": "51.5764467677515, 0.179965973726707", "category": "Cafe"}
{"index":{"_index":"restaurants","_id":"7"}}
{"borough": "Barking and Dagenham", "name": "Starbucks", "town_center": "51.574780001107, 0.174409970722365", "location": "51.576281, 0.181187", "category": "Coffee Shop"}
{"index":{"_index":"restaurants","_id":"8"}}
{"borough": "Barking and Dagenham", "name": "Teapot Cafe", "town_center": "51.574780001107, 0.174409970722365", "location": "51.579782, 0.182306", "category": "Cafe"}
{"index":{"_index":"restaurants","_id":"9"}}
{"borough": "Barking and Dagenham", "name": "Harris + Hoole", "town_center": "51.574780001107, 0.174409970722365", "location": "51.5656137812814, 0.191278187889649", "category": "Coffee Shop"}
{"index":{"_index":"restaurants","_id":"10"}}
{"borough": "Barking and Dagenham", "name": "Frankie & Benny's", "town_center": "51.574780001107, 0.174409970722365", "location": "51.5751804, 0.1801494", "category": "American Restaurant"}
{"index":{"_index":"restaurants","_id":"11"}}
{"borough": "Barnet", "name": "The King's Arms", "town_center": "51.527094989936, -0.0668257039632054", "location": "51.525753907299, -0.0658676349732126", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"12"}}
{"borough": "Barnet", "name": "Sam's Cafe", "town_center": "51.527094989936, -0.0668257039632054", "location": "51.5264242861641, -0.0650555900273512", "category": "Cafe"}
{"index":{"_index":"restaurants","_id":"13"}}
{"borough": "Barnet", "name": "Brawn", "town_center": "51.527094989936, -0.0668257039632054", "location": "51.5289129240344, -0.0703129817333181", "category": "Restaurant"}
{"index":{"_index":"restaurants","_id":"14"}}
{"borough": "Barnet", "name": "Tas Firin", "town_center": "51.527094989936, -0.0668257039632054", "location": "51.5254584974656, -0.0702727253628311", "category": "Turkish Restaurant"}
{"index":{"_index":"restaurants","_id":"15"}}
{"borough": "Barnet", "name": "E Pellicci", "town_center": "51.527094989936, -0.0668257039632054", "location": "51.526516, -0.063426", "category": "Cafe"}
{"index":{"_index":"restaurants","_id":"16"}}
{"borough": "Barnet", "name": "Holy Shot", "town_center": "51.527094989936, -0.0668257039632054", "location": "51.5254297867875, -0.0704955175906381", "category": "Coffee Shop"}
{"index":{"_index":"restaurants","_id":"17"}}
{"borough": "Barnet", "name": "Well & Bucket", "town_center": "51.527094989936, -0.0668257039632054", "location": "51.5252935552737, -0.0709888374442932", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"18"}}
{"borough": "Barnet", "name": "Jonestown", "town_center": "51.527094989936, -0.0668257039632054", "location": "51.5260919169767, -0.0679361253278925", "category": "Coffee Shop"}
{"index":{"_index":"restaurants","_id":"19"}}
{"borough": "Barnet", "name": "Beigel Bake", "town_center": "51.527094989936, -0.0668257039632054", "location": "51.5245132556491, -0.0716434492960825", "category": "Bagel Shop"}
{"index":{"_index":"restaurants","_id":"20"}}
{"borough": "Barnet", "name": "The Carpenters Arms", "town_center": "51.527094989936, -0.0668257039632054", "location": "51.523927250026, -0.0674413496578882", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"21"}}
{"borough": "Bexley", "name": "The Lale Restaurant", "town_center": "51.4520777153566, 0.0699310359401914", "location": "51.4509414781371, 0.0514545861448455", "category": "Fast Food Restaurant"}
{"index":{"_index":"restaurants","_id":"22"}}
{"borough": "Bexley", "name": "Nando's", "town_center": "51.4520777153566, 0.0699310359401914", "location": "51.45054026, 0.05653644", "category": "Portuguese Restaurant"}
{"index":{"_index":"restaurants","_id":"23"}}
{"borough": "Bexley", "name": "Rixos", "town_center": "51.4520777153566, 0.0699310359401914", "location": "51.450678, 0.057724", "category": "Mediterranean Restaurant"}
{"index":{"_index":"restaurants","_id":"24"}}
{"borough": "Bexley", "name": "Costa Coffee", "town_center": "51.4520777153566, 0.0699310359401914", "location": "51.451008251248, 0.0541388278388066", "category": "Coffee Shop"}
{"index":{"_index":"restaurants","_id":"25"}}
{"borough": "Bexley", "name": "Eltham GPO", "town_center": "51.4520777153566, 0.0699310359401914", "location": "51.4503454752311, 0.0540715508832256", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"26"}}
{"borough": "Bexley", "name": "The Park Tavern", "town_center": "51.4520777153566, 0.0699310359401914", "location": "51.4498344269546, 0.0543999993955841", "category": "Bar"}
{"index":{"_index":"restaurants","_id":"27"}}
{"borough": "Bexley", "name": "Oxleas Wood Cafe", "town_center": "51.4520777153566, 0.0699310359401914", "location": "51.4665009464818, 0.0697064082304458", "category": "Cafe"}
{"index":{"_index":"restaurants","_id":"28"}}
{"borough": "Bexley", "name": "Rising Sun", "town_center": "51.4520777153566, 0.0699310359401914", "location": "51.4507943380767, 0.0585335705495846", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"29"}}
{"borough": "Bexley", "name": "Greggs", "town_center": "51.4520777153566, 0.0699310359401914", "location": "51.4509658813476, 0.0562703981995582", "category": "Bakery"}
{"index":{"_index":"restaurants","_id":"30"}}
{"borough": "Bexley", "name": "Ziyafet", "town_center": "51.4520777153566, 0.0699310359401914", "location": "51.4507589986404, 0.0579818639303895", "category": "Mediterranean Restaurant"}
{"index":{"_index":"restaurants","_id":"31"}}
{"borough": "Brent", "name": "Vero Caffe", "town_center": "51.6097831150824, -0.194672008019029", "location": "51.6151121664419, -0.190732068656857", "category": "Cafe"}
{"index":{"_index":"restaurants","_id":"32"}}
{"borough": "Brent", "name": "Michaels", "town_center": "51.6097831150824, -0.194672008019029", "location": "51.6151839858547, -0.190852863254336", "category": "Cafe"}
{"index":{"_index":"restaurants","_id":"33"}}
{"borough": "Brent", "name": "Divans", "town_center": "51.6097831150824, -0.194672008019029", "location": "51.6054713446698, -0.18784697192525", "category": "Turkish Restaurant"}
{"index":{"_index":"restaurants","_id":"34"}}
{"borough": "Brent", "name": "Tintico", "town_center": "51.6097831150824, -0.194672008019029", "location": "51.601117071909, -0.193745059397798", "category": "Coffee Shop"}
{"index":{"_index":"restaurants","_id":"35"}}
{"borough": "Brent", "name": "Ishtah Restaurant", "town_center": "51.6097831150824, -0.194672008019029", "location": "51.6000001468419, -0.19599437713623", "category": "Turkish Restaurant"}
{"index":{"_index":"restaurants","_id":"36"}}
{"borough": "Brent", "name": "Beheshte Barin", "town_center": "51.6097831150824, -0.194672008019029", "location": "51.6044408380993, -0.18901225817288", "category": "Persian Restaurant"}
{"index":{"_index":"restaurants","_id":"37"}}
{"borough": "Brent", "name": "Bohemia Bar", "town_center": "51.6097831150824, -0.194672008019029", "location": "51.6153029887064, -0.176606810713685", "category": "Bar"}
{"index":{"_index":"restaurants","_id":"38"}}
{"borough": "Brent", "name": "Boulangerie Joie De Vie", "town_center": "51.6097831150824, -0.194672008019029", "location": "51.6140791870559, -0.176805054900558", "category": "Breakfast Spot"}
{"index":{"_index":"restaurants","_id":"39"}}
{"borough": "Brent", "name": "JOE & THE JUICE", "town_center": "51.6097831150824, -0.194672008019029", "location": "51.6012515, -0.1937675", "category": "Juice Bar"}
{"index":{"_index":"restaurants","_id":"40"}}
{"borough": "Brent", "name": "Durum", "town_center": "51.6097831150824, -0.194672008019029", "location": "51.6046125660528, -0.188849152912733", "category": "Middle Eastern Restaurant"}
{"index":{"_index":"restaurants","_id":"41"}}
{"borough": "Bromley", "name": "K\u82d4y\u861dm", "town_center": "51.6015105745503, -0.0663650798170126", "location": "51.6039089201188, -0.0679442988499194", "category": "Mediterranean Restaurant"}
{"index":{"_index":"restaurants","_id":"42"}}
{"borough": "Bromley", "name": "San Marco", "town_center": "51.6015105745503, -0.0663650798170126", "location": "51.5942556990959, -0.0700769248332533", "category": "Italian Restaurant"}
{"index":{"_index":"restaurants","_id":"43"}}
{"borough": "Bromley", "name": "The Beehive", "town_center": "51.6015105745503, -0.0663650798170126", "location": "51.592203, -0.069205", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"44"}}
{"borough": "Bromley", "name": "Pressure Drop Brewery & Taproom", "town_center": "51.6015105745503, -0.0663650798170126", "location": "51.5905977319284, -0.0579861082470803", "category": "Brewery"}
{"index":{"_index":"restaurants","_id":"45"}}
{"borough": "Bromley", "name": "Beavertown Brewery", "town_center": "51.6015105745503, -0.0663650798170126", "location": "51.5910143775121, -0.0567056428947125", "category": "Brewery"}
{"index":{"_index":"restaurants","_id":"46"}}
{"borough": "Bromley", "name": "The Bricklayers Arms", "town_center": "51.6015105745503, -0.0663650798170126", "location": "51.6058591330067, -0.0681968627826005", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"47"}}
{"borough": "Bromley", "name": "The Antwerp Arms", "town_center": "51.6015105745503, -0.0663650798170126", "location": "51.6017749589411, -0.0747621657183833", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"48"}}
{"borough": "Bromley", "name": "Styx Bar", "town_center": "51.6015105745503, -0.0663650798170126", "location": "51.5894618157794, -0.0611187776416513", "category": "Bar"}
{"index":{"_index":"restaurants","_id":"49"}}
{"borough": "Bromley", "name": "Bill Nicholson Pub", "town_center": "51.6015105745503, -0.0663650798170126", "location": "51.6057869950186, -0.0617015153439127", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"50"}}
{"borough": "Bromley", "name": "The High Cross", "town_center": "51.6015105745503, -0.0663650798170126", "location": "51.589317, -0.070183", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"51"}}
{"borough": "Camden", "name": "Granger & Co.", "town_center": "51.53236, -0.127959999999973", "location": "51.53260599028, -0.125274774925295", "category": "Breakfast Spot"}
{"index":{"_index":"restaurants","_id":"52"}}
{"borough": "Camden", "name": "The Coal Office", "town_center": "51.53236, -0.127959999999973", "location": "51.5350334053233, -0.126354341029567", "category": "Middle Eastern Restaurant"}
{"index":{"_index":"restaurants","_id":"53"}}
{"borough": "Camden", "name": "German Gymnasium", "town_center": "51.53236, -0.127959999999973", "location": "51.5323924057199, -0.125266572012957", "category": "Modern European Restaurant"}
{"index":{"_index":"restaurants","_id":"54"}}
{"borough": "Camden", "name": "Dishoom", "town_center": "51.53236, -0.127959999999973", "location": "51.5360803511111, -0.125733423886154", "category": "Indian Restaurant"}
{"index":{"_index":"restaurants","_id":"55"}}
{"borough": "Camden", "name": "Caravan King's Cross", "town_center": "51.53236, -0.127959999999973", "location": "51.5353309005303, -0.125238941536818", "category": "Breakfast Spot"}
{"index":{"_index":"restaurants","_id":"56"}}
{"borough": "Camden", "name": "Redemption Roasters", "town_center": "51.53236, -0.127959999999973", "location": "51.53578653699, -0.125830995565926", "category": "Coffee Shop"}
{"index":{"_index":"restaurants","_id":"57"}}
{"borough": "Camden", "name": "Spiritland King's Cross", "town_center": "51.53236, -0.127959999999973", "location": "51.5365880173102, -0.125647249431435", "category": "Bar"}
{"index":{"_index":"restaurants","_id":"58"}}
{"borough": "Camden", "name": "Barrafina", "town_center": "51.53236, -0.127959999999973", "location": "51.5359001107097, -0.127014241297244", "category": "Tapas Restaurant"}
{"index":{"_index":"restaurants","_id":"59"}}
{"borough": "Camden", "name": "Pizza Union", "town_center": "51.53236, -0.127959999999973", "location": "51.5309843732385, -0.119933337078844", "category": "Pizza Place"}
{"index":{"_index":"restaurants","_id":"60"}}
{"borough": "Camden", "name": "Aux Pains de Papy", "town_center": "51.53236, -0.127959999999973", "location": "51.52934, -0.12030311", "category": "Bakery"}
{"index":{"_index":"restaurants","_id":"61"}}
{"borough": "Croydon", "name": "Forks & Green", "town_center": "51.5934799851819, -0.0834199693442485", "location": "51.5864033288793, -0.0876568737106018", "category": "Coffee Shop"}
{"index":{"_index":"restaurants","_id":"62"}}
{"borough": "Croydon", "name": "San Marco", "town_center": "51.5934799851819, -0.0834199693442485", "location": "51.5942556990959, -0.0700769248332533", "category": "Italian Restaurant"}
{"index":{"_index":"restaurants","_id":"63"}}
{"borough": "Croydon", "name": "The Beehive", "town_center": "51.5934799851819, -0.0834199693442485", "location": "51.592203, -0.069205", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"64"}}
{"borough": "Croydon", "name": "True Craft", "town_center": "51.5934799851819, -0.0834199693442485", "location": "51.5844548988647, -0.0759145443098913", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"65"}}
{"borough": "Croydon", "name": "Big Bowl Noodle", "town_center": "51.5934799851819, -0.0834199693442485", "location": "51.5890428491221, -0.0798050088275486", "category": "Chinese Restaurant"}
{"index":{"_index":"restaurants","_id":"66"}}
{"borough": "Croydon", "name": "Blighty Tottenham", "town_center": "51.5934799851819, -0.0834199693442485", "location": "51.5857315913233, -0.071639098067246", "category": "Coffee Shop"}
{"index":{"_index":"restaurants","_id":"67"}}
{"borough": "Croydon", "name": "The High Cross", "town_center": "51.5934799851819, -0.0834199693442485", "location": "51.589317, -0.070183", "category": "Pub"}
"index":{"_index":"restaurants","_id":"68"}}
{"borough": "Croydon", "name": "Neighbours Fish Bar", "town_center": "51.5934799851819, -0.0834199693442485", "location": "51.5936938448642, -0.078361531163436", "category": "Fast Food Restaurant"}
{"index":{"_index":"restaurants","_id":"69"}}
{"borough": "Croydon", "name": "The Westbury", "town_center": "51.5934799851819, -0.0834199693442485", "location": "51.5934584725395, -0.0984119411285734", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"70"}}
{"borough": "Croydon", "name": "Durak Tantuni", "town_center": "51.5934799851819, -0.0834199693442485", "location": "51.5863071648797, -0.0948641974566496", "category": "Turkish Restaurant"}
{"index":{"_index":"restaurants","_id":"71"}}
{"borough": "Ealing", "name": "WA Cafe", "town_center": "51.51406, -0.30072999999993", "location": "51.5159443047932, -0.302204197643989", "category": "Dessert Shop"}
{"index":{"_index":"restaurants","_id":"72"}}
{"borough": "Ealing", "name": "Electric Coffee Co.", "town_center": "51.51406, -0.30072999999993", "location": "51.5153911156112, -0.30229740345209", "category": "Coffee Shop"}
{"index":{"_index":"restaurants","_id":"73"}}
{"borough": "Ealing", "name": "Hare and Tortoise", "town_center": "51.51406, -0.30072999999993", "location": "51.515635, -0.302106", "category": "Noodle House"}
{"index":{"_index":"restaurants","_id":"74"}}
{"borough": "Ealing", "name": "The Drapers Arms", "town_center": "51.51406, -0.30072999999993", "location": "51.5116061052896, -0.305163115370252", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"75"}}
{"borough": "Ealing", "name": "Pho", "town_center": "51.51406, -0.30072999999993", "location": "51.513200351339, -0.306250120386768", "category": "Vietnamese Restaurant"}
{"index":{"_index":"restaurants","_id":"76"}}
{"borough": "Ealing", "name": "Franco Manca", "town_center": "51.51406, -0.30072999999993", "location": "51.5129934137107, -0.306861265576397", "category": "Pizza Place"}
{"index":{"_index":"restaurants","_id":"77"}}
{"borough": "Ealing", "name": "Artisan Coffee", "town_center": "51.51406, -0.30072999999993", "location": "51.5130239121096, -0.306655060235716", "category": "Coffee Shop"}
{"index":{"_index":"restaurants","_id":"78"}}
{"borough": "Ealing", "name": "Bee Hive", "town_center": "51.51406, -0.30072999999993", "location": "51.5104353629262, -0.3054168881695", "category": "Cafe"}
{"index":{"_index":"restaurants","_id":"79"}}
{"borough": "Ealing", "name": "Turtle Bay", "town_center": "51.51406, -0.30072999999993", "location": "51.512064951366, -0.304737682171537", "category": "Caribbean Restaurant"}
{"index":{"_index":"restaurants","_id":"80"}}
{"borough": "Ealing", "name": "The Kings Arms", "town_center": "51.51406, -0.30072999999993", "location": "51.5109807572851, -0.302002674073637", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"81"}}
{"borough": "Enfield", "name": "Toconoco", "town_center": "51.5400236215167, -0.0775021537472357", "location": "51.5383104191455, -0.0780980601377977", "category": "Udon Restaurant"}
{"index":{"_index":"restaurants","_id":"82"}}
{"borough": "Enfield", "name": "Chick 'n' Sours", "town_center": "51.5400236215167, -0.0775021537472357", "location": "51.5412919201058, -0.0763088119457662", "category": "Fried Chicken Joint"}
{"index":{"_index":"restaurants","_id":"83"}}
{"borough": "Enfield", "name": "Berber & Q", "town_center": "51.5400236215167, -0.0775021537472357", "location": "51.536882, -0.07581", "category": "Middle Eastern Restaurant"}
{"index":{"_index":"restaurants","_id":"84"}}
{"borough": "Enfield", "name": "Towpath Cafe", "town_center": "51.5400236215167, -0.0775021537472357", "location": "51.537169, -0.08118", "category": "Coffee Shop"}
{"index":{"_index":"restaurants","_id":"85"}}
{"borough": "Enfield", "name": "Arepa & Co", "town_center": "51.5400236215167, -0.0775021537472357", "location": "51.5370471235717, -0.0801467669382093", "category": "Arepa Restaurant"}
{"index":{"_index":"restaurants","_id":"86"}}
{"borough": "Enfield", "name": "The Scolt Head", "town_center": "51.5400236215167, -0.0775021537472357", "location": "51.5431308529259, -0.0815900760000717", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"87"}}
{"borough": "Enfield", "name": "Madame Pigg", "town_center": "51.5400236215167, -0.0775021537472357", "location": "51.543389, -0.075859", "category": "Restaurant"}
{"index":{"_index":"restaurants","_id":"88"}}
{"borough": "Enfield", "name": "Andu's cafe", "town_center": "51.5400236215167, -0.0775021537472357", "location": "51.5445198364757, -0.0759062189011869", "category": "Ethiopian Restaurant"}
{"index":{"_index":"restaurants","_id":"89"}}
{"borough": "Enfield", "name": "Better Health Bakery", "town_center": "51.5400236215167, -0.0775021537472357", "location": "51.5373758194978, -0.0751918750572799", "category": "Bakery"}
{"index":{"_index":"restaurants","_id":"90"}}
{"borough": "Enfield", "name": "Signature Brew Taproom & Venue", "town_center": "51.5400236215167, -0.0775021537472357", "location": "51.536617, -0.07570233", "category": "Beer Bar"}
{"index":{"_index":"restaurants","_id":"91"}}
{"borough": "Greenwich", "name": "Cutty Sark Tavern", "town_center": "51.48454, 0.00275000000004865", "location": "51.4864158641669, -0.000485650977134305", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"92"}}
{"borough": "Greenwich", "name": "Midpoint", "town_center": "51.48454, 0.00275000000004865", "location": "51.486043, -0.000911", "category": "Turkish Restaurant"}
{"index":{"_index":"restaurants","_id":"93"}}
{"borough": "Greenwich", "name": "Sefa", "town_center": "51.48454, 0.00275000000004865", "location": "51.4845238644171, 0.00253671792443989", "category": "Turkish Restaurant"}
{"index":{"_index":"restaurants","_id":"94"}}
{"borough": "Greenwich", "name": "Zaibatsu", "town_center": "51.48454, 0.00275000000004865", "location": "51.4840949352715, 0.00137609013534067", "category": "Japanese Restaurant"}
{"index":{"_index":"restaurants","_id":"95"}}
{"borough": "Greenwich", "name": "The Plume of Feathers", "town_center": "51.48454, 0.00275000000004865", "location": "51.4819450403517, -0.00112598463407319", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"96"}}
{"borough": "Greenwich", "name": "Mountain View Greenwich", "town_center": "51.48454, 0.00275000000004865", "location": "51.484824, 0.003913", "category": "Indian Restaurant"}
{"index":{"_index":"restaurants","_id":"97"}}
{"borough": "Greenwich", "name": "Effes Meze", "town_center": "51.48454, 0.00275000000004865", "location": "51.4850160366829, 0.00420840980734031", "category": "Mediterranean Restaurant"}
{"index":{"_index":"restaurants","_id":"98"}}
{"borough": "Greenwich", "name": "Theatre of Wine", "town_center": "51.48454, 0.00275000000004865", "location": "51.4838404206285, 0.000603263673400172", "category": "Wine Shop"}
{"index":{"_index":"restaurants","_id":"99"}}
{"borough": "Greenwich", "name": "River Ale House", "town_center": "51.48454, 0.00275000000004865", "location": "51.4861666603242, 0.0133654475212097", "category": "Pub"}
{"index":{"_index":"restaurants","_id":"100"}}
{"borough": "Greenwich", "name": "Meantime Brewing Company", "town_center": "51.48454, 0.00275000000004865", "location": "51.4895678225253, 0.00857507908913158", "category": "Brewery"}


================================================
FILE: datasets/mobile_phones_data_bulk.json
================================================
PUT _bulk
{"index":{"_index":"mobile_phones"}}
{"id":1,"name":"Realme X2 Pro","brand":"Realme","model":"X2 Pro","battery_capacity_mAh":4000,"screen_size_inches":6.5,"touchscreen":"true","resolution_x":1080,"resolution_y":2400,"processor":8,"ram_memory_mb":6000,"internal_storage_GB":64,"rear_camera":64,"front_camera":16,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":296.13,"price_usd":350.29}
{"index":{"_index":"mobile_phones"}}
{"id":2,"name":"iPhone 11 Pro Max","brand":"Apple","model":"iPhone 11 Pro Max","battery_capacity_mAh":3969,"screen_size_inches":6.5,"touchscreen":"true","resolution_x":1242,"resolution_y":2688,"processor":6,"ram_memory_mb":4000,"internal_storage_GB":64,"rear_camera":12,"front_camera":12,"operating_system":"iOS","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":1130.62,"price_usd":1337.42}
{"index":{"_index":"mobile_phones"}}
{"id":3,"name":"iPhone 11","brand":"Apple","model":"iPhone 11","battery_capacity_mAh":3110,"screen_size_inches":6.1,"touchscreen":"true","resolution_x":828,"resolution_y":1792,"processor":6,"ram_memory_mb":4000,"internal_storage_GB":64,"rear_camera":12,"front_camera":12,"operating_system":"iOS","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":665.26,"price_usd":786.94}
{"index":{"_index":"mobile_phones"}}
{"id":4,"name":"LG G8X ThinQ","brand":"LG","model":"G8X ThinQ","battery_capacity_mAh":4000,"screen_size_inches":6.4,"touchscreen":"true","resolution_x":1080,"resolution_y":2340,"processor":8,"ram_memory_mb":6000,"internal_storage_GB":128,"rear_camera":12,"front_camera":32,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":1,"3G":"false","4G":"false","price_gbp":528.71,"price_usd":625.42}
{"index":{"_index":"mobile_phones"}}
{"id":5,"name":"OnePlus 7T","brand":"OnePlus","model":"7T","battery_capacity_mAh":3800,"screen_size_inches":6.55,"touchscreen":"true","resolution_x":1080,"resolution_y":2400,"processor":8,"ram_memory_mb":8000,"internal_storage_GB":128,"rear_camera":48,"front_camera":16,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"false","number_of_sims":2,"3G":"true","4G":"true","price_gbp":369.43,"price_usd":437.01}
{"index":{"_index":"mobile_phones"}}
{"id":6,"name":"OnePlus 7T Pro","brand":"OnePlus","model":"7T Pro","battery_capacity_mAh":4085,"screen_size_inches":6.67,"touchscreen":"true","resolution_x":1440,"resolution_y":3120,"processor":8,"ram_memory_mb":8000,"internal_storage_GB":256,"rear_camera":48,"front_camera":16,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":560.44,"price_usd":662.96}
{"index":{"_index":"mobile_phones"}}
{"id":7,"name":"Samsung Galaxy falsete 10+","brand":"Samsung","model":"Galaxy falsete 10+","battery_capacity_mAh":4300,"screen_size_inches":6.8,"touchscreen":"true","resolution_x":1440,"resolution_y":3040,"processor":8,"ram_memory_mb":12000,"internal_storage_GB":256,"rear_camera":12,"front_camera":10,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":842.93,"price_usd":997.11}
{"index":{"_index":"mobile_phones"}}
{"id":8,"name":"Asus ROG Phone 2","brand":"Asus","model":"ROG Phone 2","battery_capacity_mAh":6000,"screen_size_inches":6.59,"touchscreen":"true","resolution_x":1080,"resolution_y":2340,"processor":8,"ram_memory_mb":8000,"internal_storage_GB":128,"rear_camera":48,"front_camera":24,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":1,"3G":"true","4G":"true","price_gbp":401.89,"price_usd":475.4}
{"index":{"_index":"mobile_phones"}}
{"id":9,"name":"Xiaomi Redmi K20 Pro","brand":"Xiaomi","model":"Redmi K20 Pro","battery_capacity_mAh":4000,"screen_size_inches":6.39,"touchscreen":"true","resolution_x":1080,"resolution_y":2340,"processor":8,"ram_memory_mb":6000,"internal_storage_GB":128,"rear_camera":48,"front_camera":20,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"false","4G":"false","price_gbp":245.27,"price_usd":290.13}
{"index":{"_index":"mobile_phones"}}
{"id":10,"name":"Oppo K3","brand":"Oppo","model":"K3","battery_capacity_mAh":3765,"screen_size_inches":6.5,"touchscreen":"true","resolution_x":1080,"resolution_y":2340,"processor":8,"ram_memory_mb":6000,"internal_storage_GB":64,"rear_camera":16,"front_camera":16,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":253.73,"price_usd":300.14}
{"index":{"_index":"mobile_phones"}}
{"id":11,"name":"Realme X","brand":"Realme","model":"X","battery_capacity_mAh":3765,"screen_size_inches":6.53,"touchscreen":"true","resolution_x":1080,"resolution_y":2340,"processor":8,"ram_memory_mb":4000,"internal_storage_GB":128,"rear_camera":48,"front_camera":16,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":158.64,"price_usd":187.65}
{"index":{"_index":"mobile_phones"}}
{"id":12,"name":"Xiaomi Redmi K20","brand":"Xiaomi","model":"Redmi K20","battery_capacity_mAh":4000,"screen_size_inches":6.39,"touchscreen":"true","resolution_x":1080,"resolution_y":2340,"processor":8,"ram_memory_mb":6000,"internal_storage_GB":64,"rear_camera":48,"front_camera":20,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":203.93,"price_usd":241.24}
{"index":{"_index":"mobile_phones"}}
{"id":13,"name":"OnePlus 7 Pro","brand":"OnePlus","model":"7 Pro","battery_capacity_mAh":4000,"screen_size_inches":6.67,"touchscreen":"true","resolution_x":1440,"resolution_y":3120,"processor":8,"ram_memory_mb":6000,"internal_storage_GB":128,"rear_camera":48,"front_camera":16,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":423.0,"price_usd":500.38}
{"index":{"_index":"mobile_phones"}}
{"id":14,"name":"Oppo Refalse 10x Zoom","brand":"Oppo","model":"Refalse 10x Zoom","battery_capacity_mAh":4065,"screen_size_inches":6.6,"touchscreen":"true","resolution_x":1080,"resolution_y":2340,"processor":8,"ram_memory_mb":6000,"internal_storage_GB":128,"rear_camera":48,"front_camera":16,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":391.22,"price_usd":462.78}
{"index":{"_index":"mobile_phones"}}
{"id":15,"name":"Realme 3 Pro","brand":"Realme","model":"3 Pro","battery_capacity_mAh":4045,"screen_size_inches":6.3,"touchscreen":"true","resolution_x":1080,"resolution_y":2340,"processor":8,"ram_memory_mb":4000,"internal_storage_GB":64,"rear_camera":16,"front_camera":25,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":148.06,"price_usd":175.14}
{"index":{"_index":"mobile_phones"}}
{"id":16,"name":"Huawei P30 Pro","brand":"Huawei","model":"P30 Pro","battery_capacity_mAh":4200,"screen_size_inches":6.47,"touchscreen":"true","resolution_x":1080,"resolution_y":2340,"processor":8,"ram_memory_mb":8000,"internal_storage_GB":256,"rear_camera":40,"front_camera":32,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"false","number_of_sims":2,"3G":"true","4G":"true","price_gbp":574.09,"price_usd":679.09}
{"index":{"_index":"mobile_phones"}}
{"id":17,"name":"Redmi falsete 7 Pro","brand":"Xiaomi","model":"Redmi falsete 7 Pro","battery_capacity_mAh":4000,"screen_size_inches":6.3,"touchscreen":"true","resolution_x":1080,"resolution_y":2340,"processor":8,"ram_memory_mb":4000,"internal_storage_GB":64,"rear_camera":48,"front_camera":13,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":103.64,"price_usd":122.59}
{"index":{"_index":"mobile_phones"}}
{"id":18,"name":"Huawei Mate 20 Pro","brand":"Huawei","model":"Mate 20 Pro","battery_capacity_mAh":4200,"screen_size_inches":6.39,"touchscreen":"true","resolution_x":1440,"resolution_y":3120,"processor":8,"ram_memory_mb":6000,"internal_storage_GB":128,"rear_camera":40,"front_camera":24,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":676.78,"price_usd":800.58}
{"index":{"_index":"mobile_phones"}}
{"id":19,"name":"LG V40 ThinQ","brand":"LG","model":"V40 ThinQ","battery_capacity_mAh":3300,"screen_size_inches":6.4,"touchscreen":"true","resolution_x":1440,"resolution_y":3120,"processor":8,"ram_memory_mb":6000,"internal_storage_GB":128,"rear_camera":12,"front_camera":8,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":317.28,"price_usd":375.32}
{"index":{"_index":"mobile_phones"}}
{"id":20,"name":"OnePlus 6T","brand":"OnePlus","model":"6T","battery_capacity_mAh":3700,"screen_size_inches":6.41,"touchscreen":"true","resolution_x":1080,"resolution_y":2340,"processor":8,"ram_memory_mb":6000,"internal_storage_GB":128,"rear_camera":16,"front_camera":16,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":338.43,"price_usd":400.34}
{"index":{"_index":"mobile_phones"}}
{"id":21,"name":"Apple iPhone XR","brand":"Apple","model":"iPhone XR","battery_capacity_mAh":2942,"screen_size_inches":6.1,"touchscreen":"true","resolution_x":828,"resolution_y":1792,"processor":6,"ram_memory_mb":3000,"internal_storage_GB":64,"rear_camera":12,"front_camera":7,"operating_system":"iOS","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":481.22,"price_usd":569.24}
{"index":{"_index":"mobile_phones"}}
{"id":22,"name":"Apple iPhone XS Max","brand":"Apple","model":"iPhone XS Max","battery_capacity_mAh":2658,"screen_size_inches":6.5,"touchscreen":"true","resolution_x":1242,"resolution_y":2688,"processor":6,"ram_memory_mb":4000,"internal_storage_GB":64,"rear_camera":12,"front_camera":7,"operating_system":"iOS","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":740.34,"price_usd":875.75}
{"index":{"_index":"mobile_phones"}}
{"id":23,"name":"Apple iPhone XS","brand":"Apple","model":"iPhone XS","battery_capacity_mAh":2658,"screen_size_inches":5.8,"touchscreen":"true","resolution_x":1125,"resolution_y":2436,"processor":6,"ram_memory_mb":4000,"internal_storage_GB":64,"rear_camera":12,"front_camera":7,"operating_system":"iOS","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":634.57,"price_usd":750.64}
{"index":{"_index":"mobile_phones"}}
{"id":24,"name":"Google Pixel 3 XL","brand":"Google","model":"Pixel 3 XL","battery_capacity_mAh":3430,"screen_size_inches":6.3,"touchscreen":"true","resolution_x":1440,"resolution_y":2960,"processor":8,"ram_memory_mb":4000,"internal_storage_GB":64,"rear_camera":12.2,"front_camera":8,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":1,"3G":"true","4G":"true","price_gbp":507.56,"price_usd":600.4}
{"index":{"_index":"mobile_phones"}}
{"id":25,"name":"Google Pixel 3","brand":"Google","model":"Pixel 3","battery_capacity_mAh":2915,"screen_size_inches":5.5,"touchscreen":"true","resolution_x":1080,"resolution_y":2160,"processor":8,"ram_memory_mb":4000,"internal_storage_GB":64,"rear_camera":12.2,"front_camera":8,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":1,"3G":"true","4G":"true","price_gbp":401.89,"price_usd":475.4}
{"index":{"_index":"mobile_phones"}}
{"id":26,"name":"Asus ROG Phone","brand":"Asus","model":"ROG Phone","battery_capacity_mAh":4000,"screen_size_inches":6,"touchscreen":"true","resolution_x":1080,"resolution_y":2160,"processor":8,"ram_memory_mb":8000,"internal_storage_GB":128,"rear_camera":12,"front_camera":8,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":740.34,"price_usd":875.75}
{"index":{"_index":"mobile_phones"}}
{"id":27,"name":"Samsung Galaxy falsete 9","brand":"Samsung","model":"Galaxy falsete 9","battery_capacity_mAh":4000,"screen_size_inches":6.4,"touchscreen":"true","resolution_x":1440,"resolution_y":2960,"processor":8,"ram_memory_mb":6000,"internal_storage_GB":128,"rear_camera":12,"front_camera":8,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":602.85,"price_usd":713.11}
{"index":{"_index":"mobile_phones"}}
{"id":28,"name":"LG G7+ ThinQ","brand":"LG","model":"G7+ ThinQ","battery_capacity_mAh":3000,"screen_size_inches":6.1,"touchscreen":"true","resolution_x":1440,"resolution_y":3120,"processor":8,"ram_memory_mb":6000,"internal_storage_GB":128,"rear_camera":16,"front_camera":8,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":401.89,"price_usd":475.4}
{"index":{"_index":"mobile_phones"}}
{"id":29,"name":"Asus ZenFone Max Pro M1","brand":"Asus","model":"ZenFone Max Pro M1","battery_capacity_mAh":5000,"screen_size_inches":5.99,"touchscreen":"true","resolution_x":1080,"resolution_y":2160,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":32,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":105.66,"price_usd":124.98}
{"index":{"_index":"mobile_phones"}}
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{"id":1321,"name":"Panasonic T45 4G","brand":"Panasonic","model":"T45 4G","battery_capacity_mAh":1800,"screen_size_inches":4.5,"touchscreen":"true","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":49.18,"price_usd":58.18}
{"index":{"_index":"mobile_phones"}}
{"id":1322,"name":"Panasonic Eluga I2","brand":"Panasonic","model":"Eluga I2","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"true","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":61.66,"price_usd":72.94}
{"index":{"_index":"mobile_phones"}}
{"id":1323,"name":"Panasonic Eluga L2","brand":"Panasonic","model":"Eluga L2","battery_capacity_mAh":2500,"screen_size_inches":5.5,"touchscreen":"true","resolution_x":540,"resolution_y":960,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":42.2,"price_usd":49.92}
{"index":{"_index":"mobile_phones"}}
{"id":1324,"name":"Lava Iris Atom 2","brand":"Lava","model":"Iris Atom 2","battery_capacity_mAh":1750,"screen_size_inches":4.5,"touchscreen":"true","resolution_x":854,"resolution_y":480,"processor":4,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"false","number_of_sims":1,"3G":"true","4G":"false","price_gbp":45.47,"price_usd":53.78}
{"index":{"_index":"mobile_phones"}}
{"id":1325,"name":"iBall Andi 5U Platifalse","brand":"iBall","model":"Andi 5U Platifalse","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"true","resolution_x":540,"resolution_y":960,"processor":4,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":8,"front_camera":0.3,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":37.01,"price_usd":43.78}
{"index":{"_index":"mobile_phones"}}
{"id":1326,"name":"Intex Aqua Sense 5.0","brand":"Intex","model":"Aqua Sense 5.0","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"true","resolution_x":540,"resolution_y":960,"processor":4,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":41.24,"price_usd":48.78}
{"index":{"_index":"mobile_phones"}}
{"id":1327,"name":"Philips Xenium S309","brand":"Philips","model":"Xenium S309","battery_capacity_mAh":1600,"screen_size_inches":4,"touchscreen":"true","resolution_x":480,"resolution_y":800,"processor":2,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":1,"3G":"true","4G":"false","price_gbp":33.83,"price_usd":40.02}
{"index":{"_index":"mobile_phones"}}
{"id":1328,"name":"Intex Cloud Pace","brand":"Intex","model":"Cloud Pace","battery_capacity_mAh":1700,"screen_size_inches":4.5,"touchscreen":"true","resolution_x":540,"resolution_y":960,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":47.58,"price_usd":56.29}
{"index":{"_index":"mobile_phones"}}
{"id":1329,"name":"Blu Win HD LTE","brand":"Blu","model":"Win HD LTE","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"true","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Windows","wifi":"true","bluetooth":"true","gps":"false","number_of_sims":2,"3G":"true","4G":"true","price_gbp":47.59,"price_usd":56.3}
{"index":{"_index":"mobile_phones"}}
{"id":1330,"name":"Intex Aqua Q1+","brand":"Intex","model":"Aqua Q1+","battery_capacity_mAh":1600,"screen_size_inches":4.5,"touchscreen":"true","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":5,"front_camera":1.3,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":47.05,"price_usd":55.66}
{"index":{"_index":"mobile_phones"}}
{"id":1331,"name":"Intex Aqua Dream II","brand":"Intex","model":"Aqua Dream II","battery_capacity_mAh":2300,"screen_size_inches":5.5,"touchscreen":"true","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":86.73,"price_usd":102.59}
{"index":{"_index":"mobile_phones"}}
{"id":1332,"name":"Asus ZenFone 2 Laser (ZE601KL)","brand":"Asus","model":"ZenFone 2 Laser (ZE601KL)","battery_capacity_mAh":3000,"screen_size_inches":6,"touchscreen":"true","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":95.18,"price_usd":112.59}
{"index":{"_index":"mobile_phones"}}
{"id":1333,"name":"Intex Cloud 4G Star","brand":"Intex","model":"Cloud 4G Star","battery_capacity_mAh":2300,"screen_size_inches":5,"touchscreen":"true","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"false","4G":"true","price_gbp":63.45,"price_usd":75.05}
{"index":{"_index":"mobile_phones"}}
{"id":1334,"name":"Lava Iris X5 4G","brand":"Lava","model":"Iris X5 4G","battery_capacity_mAh":2500,"screen_size_inches":5,"touchscreen":"true","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":8,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":1,"3G":"true","4G":"true","price_gbp":74.02,"price_usd":87.56}
{"index":{"_index":"mobile_phones"}}
{"id":1335,"name":"Asus ZenFone 2 Laser (ZE500KL)","brand":"Asus","model":"ZenFone 2 Laser (ZE500KL)","battery_capacity_mAh":2070,"screen_size_inches":5,"touchscreen":"true","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":8,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":63.35,"price_usd":74.94}
{"index":{"_index":"mobile_phones"}}
{"id":1336,"name":"Sony Xperia M5","brand":"Sony","model":"Xperia M5","battery_capacity_mAh":2600,"screen_size_inches":5,"touchscreen":"true","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":3000,"internal_storage_GB":16,"rear_camera":21.5,"front_camera":13,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":1,"3G":"true","4G":"true","price_gbp":63.45,"price_usd":75.05}
{"index":{"_index":"mobile_phones"}}
{"id":1337,"name":"Sony Xperia C5 Ultra","brand":"Sony","model":"Xperia C5 Ultra","battery_capacity_mAh":2930,"screen_size_inches":6,"touchscreen":"true","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":13,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":1,"3G":"true","4G":"true","price_gbp":274.88,"price_usd":325.16}
{"index":{"_index":"mobile_phones"}}
{"id":1338,"name":"Lava Iris X1 Selfie","brand":"Lava","model":"Iris X1 Selfie","battery_capacity_mAh":2000,"screen_size_inches":4.5,"touchscreen":"true","resolution_x":854,"resolution_y":480,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":31.72,"price_usd":37.52}
{"index":{"_index":"mobile_phones"}}
{"id":1339,"name":"InFocus M808","brand":"InFocus","model":"M808","battery_capacity_mAh":2450,"screen_size_inches":5.2,"touchscreen":"true","resolution_x":1080,"resolution_y":1920,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"false","number_of_sims":1,"3G":"true","4G":"true","price_gbp":47.49,"price_usd":56.17}
{"index":{"_index":"mobile_phones"}}
{"id":1340,"name":"Panasonic Love T10","brand":"Panasonic","model":"Love T10","battery_capacity_mAh":1400,"screen_size_inches":3.5,"touchscreen":"true","resolution_x":480,"resolution_y":800,"processor":2,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"false","number_of_sims":2,"3G":"true","4G":"false","price_gbp":21.15,"price_usd":25.02}
{"index":{"_index":"mobile_phones"}}
{"id":1341,"name":"iBall Andi HD6","brand":"iBall","model":"Andi HD6","battery_capacity_mAh":3000,"screen_size_inches":6,"touchscreen":"true","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"false","number_of_sims":2,"3G":"true","4G":"false","price_gbp":52.88,"price_usd":62.55}
{"index":{"_index":"mobile_phones"}}
{"id":1342,"name":"Lava Flair Z1","brand":"Lava","model":"Flair Z1","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"true","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":31.72,"price_usd":37.52}
{"index":{"_index":"mobile_phones"}}
{"id":1343,"name":"Intex Aqua Y2 Power","brand":"Intex","model":"Aqua Y2 Power","battery_capacity_mAh":2900,"screen_size_inches":4,"touchscreen":"true","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":42.83,"price_usd":50.67}
{"index":{"_index":"mobile_phones"}}
{"id":1344,"name":"LG Max","brand":"LG","model":"Max","battery_capacity_mAh":2540,"screen_size_inches":5,"touchscreen":"true","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":42.3,"price_usd":50.03}
{"index":{"_index":"mobile_phones"}}
{"id":1345,"name":"Karbonn Titanium Mach One Plus","brand":"Karbonn","model":"Titanium Mach One Plus","battery_capacity_mAh":1800,"screen_size_inches":4.7,"touchscreen":"true","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":42.2,"price_usd":49.92}
{"index":{"_index":"mobile_phones"}}
{"id":1346,"name":"Panasonic T33","brand":"Panasonic","model":"T33","battery_capacity_mAh":1500,"screen_size_inches":4,"touchscreen":"true","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":3,"front_camera":0.3,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":31.62,"price_usd":37.41}
{"index":{"_index":"mobile_phones"}}
{"id":1347,"name":"iBall Andi 3.5V Genius2","brand":"iBall","model":"Andi 3.5V Genius2","battery_capacity_mAh":1250,"screen_size_inches":3.5,"touchscreen":"true","resolution_x":320,"resolution_y":480,"processor":1,"ram_memory_mb":256,"internal_storage_GB":0.512,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":26.43,"price_usd":31.26}
{"index":{"_index":"mobile_phones"}}
{"id":1348,"name":"Spice XLife 406","brand":"Spice","model":"XLife 406","battery_capacity_mAh":1450,"screen_size_inches":4,"touchscreen":"true","resolution_x":480,"resolution_y":800,"processor":1,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":3.2,"front_camera":1.3,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":37.02,"price_usd":43.79}
{"index":{"_index":"mobile_phones"}}
{"id":1349,"name":"Micromax Bolt D303","brand":"Micromax","model":"Bolt D303","battery_capacity_mAh":1300,"screen_size_inches":4,"touchscreen":"true","resolution_x":480,"resolution_y":800,"processor":2,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":3.2,"front_camera":0.3,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":31.56,"price_usd":37.33}
{"index":{"_index":"mobile_phones"}}
{"id":1350,"name":"Vivo V1","brand":"Vivo","model":"V1","battery_capacity_mAh":2300,"screen_size_inches":5,"touchscreen":"true","resolution_x":720,"resolution_y":1280,"processor":4,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"true","price_gbp":161.82,"price_usd":191.42}
{"index":{"_index":"mobile_phones"}}
{"id":1351,"name":"Panasonic Eluga Z","brand":"Panasonic","model":"Eluga Z","battery_capacity_mAh":2050,"screen_size_inches":5,"touchscreen":"true","resolution_x":720,"resolution_y":1280,"processor":8,"ram_memory_mb":2000,"internal_storage_GB":16,"rear_camera":13,"front_camera":5,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":58.48,"price_usd":69.17}
{"index":{"_index":"mobile_phones"}}
{"id":1352,"name":"Xolo Era","brand":"Xolo","model":"Era","battery_capacity_mAh":2100,"screen_size_inches":5,"touchscreen":"true","resolution_x":854,"resolution_y":480,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":2,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":39.12,"price_usd":46.28}
{"index":{"_index":"mobile_phones"}}
{"id":1353,"name":"Intex Aqua Y2 Ultra","brand":"Intex","model":"Aqua Y2 Ultra","battery_capacity_mAh":1400,"screen_size_inches":4,"touchscreen":"true","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":38.06,"price_usd":45.03}
{"index":{"_index":"mobile_phones"}}
{"id":1354,"name":"Intex Aqua A2","brand":"Intex","model":"Aqua A2","battery_capacity_mAh":1500,"screen_size_inches":4,"touchscreen":"true","resolution_x":480,"resolution_y":800,"processor":4,"ram_memory_mb":512,"internal_storage_GB":8,"rear_camera":5,"front_camera":0.3,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":27.49,"price_usd":32.52}
{"index":{"_index":"mobile_phones"}}
{"id":1355,"name":"Videocon Infinium Z51 falseva+","brand":"Videocon","model":"Infinium Z51 falseva+","battery_capacity_mAh":2000,"screen_size_inches":5,"touchscreen":"true","resolution_x":480,"resolution_y":854,"processor":4,"ram_memory_mb":1000,"internal_storage_GB":8,"rear_camera":8,"front_camera":5,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":31.09,"price_usd":36.78}
{"index":{"_index":"mobile_phones"}}
{"id":1356,"name":"Intex Aqua Y4","brand":"Intex","model":"Aqua Y4","battery_capacity_mAh":1700,"screen_size_inches":4.5,"touchscreen":"true","resolution_x":480,"resolution_y":854,"processor":2,"ram_memory_mb":512,"internal_storage_GB":4,"rear_camera":5,"front_camera":2,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"false","number_of_sims":2,"3G":"true","4G":"false","price_gbp":31.72,"price_usd":37.52}
{"index":{"_index":"mobile_phones"}}
{"id":1357,"name":"iBall Andi4 B20","brand":"iBall","model":"Andi4 B20","battery_capacity_mAh":1250,"screen_size_inches":4,"touchscreen":"true","resolution_x":480,"resolution_y":800,"processor":1,"ram_memory_mb":256,"internal_storage_GB":0.512,"rear_camera":2,"front_camera":0.3,"operating_system":"Android","wifi":"true","bluetooth":"true","gps":"true","number_of_sims":2,"3G":"true","4G":"false","price_gbp":26.42,"price_usd":31.25}


================================================
FILE: datasets/movie_bulk_data.json
================================================
POST _bulk
{"index":{"_index":"movies","_id":"1"}}
{"title": "The Shawshank Redemption","synopsis": "Two imprisoned men bond over a number of years, finding solace and eventual redemption through acts of common decency.","actors": ["Tim Robbins", "Morgan Freeman", "Bob Gunton", "William Sadler"] ,"director":" Frank Darabont ","rating":"9.3","certificate":"R","genre": "Drama "}
{"index":{"_index":"movies","_id":"2"}}
{"title": "The Godfather","synopsis": "An organized crime dynasty's aging patriarch transfers control of his clandestine empire to his reluctant son.","actors": ["Marlon Brando", "Al Pacino", "James Caan", "Diane Keaton"] ,"director":" Francis Ford Coppola ","rating":"9.2","certificate":"R","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"3"}}
{"title": "The Dark Knight","synopsis": "When the menace known as the Joker wreaks havoc and chaos on the people of Gotham, Batman must accept one of the greatest psychological and physical tests of his ability to fight injustice.","actors": ["Christian Bale", "Heath Ledger", "Aaron Eckhart", "Michael Caine"] ,"director":" Christopher Nolan ","rating":"9.0","certificate":"PG-13","genre": ["Action", "Crime", "Drama"] }
{"index":{"_index":"movies","_id":"4"}}
{"title": "The Godfather: Part II","synopsis": "The early life and career of Vito Corleone in 1920s New York City is portrayed, while his son, Michael, expands and tightens his grip on the family crime syndicate.","actors": ["Al Pacino", "Robert De Niro", "Robert Duvall", "Diane Keaton"] ,"director":" Francis Ford Coppola ","rating":"9.0","certificate":"R","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"5"}}
{"title": "12 Angry Men","synopsis": "A jury holdout attempts to prevent a miscarriage of justice by forcing his colleagues to reconsider the evidence.","actors": ["Henry Fonda", "Lee J. Cobb", "Martin Balsam", " John Fiedler"] ,"director":" Sidney Lumet ","rating":"9.0","certificate":"Approved","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"6"}}
{"title": "The Lord of the Rings: The Return of the King","synopsis": "Gandalf and Aragorn lead the World of Men against Saurons's army to draw his gaze from Frodo and Sam as they approach Mount Doom with the One Ring.","actors": ["Elijah Wood", "Viggo Mortensen", "Ian McKellen", "Orlando Bloom"] ,"director":" Peter Jackson ","rating":"8.9","certificate":"PG-13","genre": ["Action", "Adventure", "Drama"] }
{"index":{"_index":"movies","_id":"7"}}
{"title": "Pulp Fiction","synopsis": "The lives of two mob hitmen, a boxer, a gangster and his wife, and a pair of diner bandits intertwine in four tales of violence and redemption.","actors": ["John Travolta", "Uma Thurman", "Samuel L. Jackson", "Bruce Willis"] ,"director":" Quentin Tarantino ","rating":"8.9","certificate":"R","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"8"}}
{"title": "Schindler's List","synopsis": "In German-occupied Poland during World War II, industrialist Oskar Schindler gradually becomes concerned for his Jewish workforce after witnessing their persecution by the Nazis.","actors": ["Liam Neeson", "Ralph Fiennes", "Ben Kingsley", "Caroline Goodall"] ,"director":" Steven Spielberg ","rating":"8.9","certificate":"R","genre": ["Biography", "Drama", "History"] }
{"index":{"_index":"movies","_id":"9"}}
{"title": "Inception","synopsis": "A thief who steals corporate secrets through the use of dream-sharing technology is given the inverse task of planting an idea into the mind of a C.E.O.","actors": ["Leonardo DiCaprio", "Joseph Gordon-Levitt", "Elliot Page", "Ken Watanabe"] ,"director":" Christopher Nolan ","rating":"8.8","certificate":"PG-13","genre": ["Action", "Adventure", "Sci-Fi"] }
{"index":{"_index":"movies","_id":"10"}}
{"title": "Fight Club","synopsis": "An insomniac office worker and a devil-may-care soap maker form an underground fight club that evolves into much more.","actors": ["Brad Pitt", "Edward Norton", "Meat Loaf", "Zach Grenier"] ,"director":" David Fincher ","rating":"8.8","certificate":"R","genre": "Drama"} 
{"index":{"_index":"movies","_id":"11"}}
{"title": "The Lord of the Rings: The Fellowship of the Ring","synopsis": "A meek Hobbit from the Shire and eight companions set out on a journey to destroy the powerful One Ring and save Middle-earth from the Dark Lord Sauron.","actors": ["Elijah Wood", "Ian McKellen", "Orlando Bloom", "Sean Bean"] ,"director":" Peter Jackson ","rating":"8.8","certificate":"PG-13","genre": ["Action", "Adventure", "Drama"] }
{"index":{"_index":"movies","_id":"12"}}
{"title": "Forrest Gump","synopsis": "The presidencies of Kennedy and Johnson, the Vietnam War, the Watergate scandal and other historical events unfold from the perspective of an Alabama man with an IQ of 75, whose only desire is to be reunited with his childhood sweetheart.","actors": ["Tom Hanks", "Robin Wright", "Gary Sinise", "Sally Field"] ,"director":" Robert Zemeckis ","rating":"8.8","certificate":"PG-13","genre": ["Drama", "Romance"] }
{"index":{"_index":"movies","_id":"13"}}
{"title": "The Good, the Bad and the Ugly","synopsis": "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.","actors": ["Clint Eastwood", "Eli Wallach", "Lee Van Cleef", "Aldo Giuffrè"] ,"director":" Sergio Leone ","rating":"8.8","certificate":"R","genre": "Western"}
{"index":{"_index":"movies","_id":"14"}}
{"title": "The Lord of the Rings: The Two Towers","synopsis": "While Frodo and Sam edge closer to Mordor with the help of the shifty Gollum, the divided fellowship makes a stand against Sauron's new ally, Saruman, and his hordes of Isengard.","actors": ["Elijah Wood", "Ian McKellen", "Viggo Mortensen", "Orlando Bloom"] ,"director":" Peter Jackson ","rating":"8.7","certificate":"PG-13","genre": ["Action", "Adventure", "Drama"]} 
{"index":{"_index":"movies","_id":"15"}}
{"title": "The Matrix","synopsis": "When a beautiful stranger leads computer hacker Neo to a forbidding underworld, he discovers the shocking truth--the life he knows is the elaborate deception of an evil cyber-intelligence.","actors": ["Keanu Reeves", "Laurence Fishburne", "Carrie-Anne Moss", "Hugo Weaving"] ,"director":["Lana Wachowski", "Lilly Wachowski"] ,"rating":"8.7","certificate":"R","genre": ["Action", "Sci-Fi"] }
{"index":{"_index":"movies","_id":"16"}}
{"title": "Goodfellas","synopsis": "The story of Henry Hill and his life in the mob, covering his relationship with his wife Karen Hill and his mob partners Jimmy Conway and Tommy DeVito in the Italian-American crime syndicate.","actors": ["Robert De Niro", "Ray Liotta", "Joe Pesci", "Lorraine Bracco"] ,"director":" Martin Scorsese ","rating":"8.7","certificate":"R","genre": ["Biography", "Drama", "Crime"] }
{"index":{"_index":"movies","_id":"17"}}
{"title": "Star Wars: Episode V - The Empire Strikes Back","synopsis": "After the Rebels are brutally overpowered by the Empire on the ice planet Hoth, Luke Skywalker begins Jedi training with Yoda, while his friends are pursued across the galaxy by Darth Vader and bounty hunter Boba Fett.","actors": ["Mark Hamill", "Harrison Ford", "Carrie Fisher", "Billy Dee Williams"] ,"director":" Irvin Kershner ","rating":"8.7","certificate":"PG-13","genre": ["Action", "Adventure", "Fantasy"] }
{"index":{"_index":"movies","_id":"18"}}
{"title": "One Flew Over the Cuckoo's Nest","synopsis": "A criminal pleads insanity and is admitted to a mental institution, where he rebels against the oppressive nurse and rallies up the scared patients.","actors": ["Jack Nicholson", "Louise Fletcher", "Michael Berryman", "Peter Brocco"] ,"director":" Milos Forman ","rating":"8.7","certificate":"R","genre": "Drama" }
{"index":{"_index":"movies","_id":"19"}}
{"title": "Parasite","synopsis": "Greed and class discrimination threaten the newly formed symbiotic relationship between the wealthy Park family and the destitute Kim clan.","actors": ["Kang-ho Song", "Sun-kyun Lee", "Yeo-jeong Cho", "Woo-sik Choi"] ,"director":" Bong Joon Ho ","rating":"8.6","certificate":"R","genre": ["Comedy", "Drama", "Thriller"] }
{"index":{"_index":"movies","_id":"20"}}
{"title": "Interstellar","synopsis": "A team of explorers travel through a wormhole in space in an attempt to ensure humanity's survival.","actors": ["Matthew McConaughey", "Anne Hathaway", "Jessica Chastain", "Mackenzie Foy"] ,"director":" Christopher Nolan ","rating":"8.6","certificate":"PG-13","genre": ["Adventure", "Drama", "Sci-Fi"] }
{"index":{"_index":"movies","_id":"21"}}
{"title": "City of God","synopsis": "In the slums of Rio, two kids paths diverge as one struggles to become a photographer and the other a kingpin.","actors": ["Alexandre Rodrigues", "Leandro Firmino", "Matheus Nachtergaele", "Phellipe Haagensen"] ,"director": ["Fernando Meirelles", "Kátia Lund"] ,"rating":"8.6","certificate":"R","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"22"}}
{"title": "Spirited Away","synopsis": "During her family's move to the suburbs, a sullen 10-year-old girl wanders into a world ruled by gods, witches, and spirits, and where humans are changed into beasts.","actors": ["Daveigh Chase", "Suzanne Pleshette", "Miyu Irino", "Rumi Hiiragi"] ,"director":" Hayao Miyazaki ","rating":"8.6","certificate":"PG-13","genre": ["Animation", "Adventure", "Family"]} 
{"index":{"_index":"movies","_id":"23"}}
{"title": "Saving Private Ryan","synopsis": "Following the Normandy Landings, a group of U.S. soldiers go behind enemy lines to retrieve a paratrooper whose brothers have been killed in action.","actors": ["Tom Hanks", "Matt Damon", "Tom Sizemore", "Edward Burns"] ,"director":" Steven Spielberg ","rating":"8.6","certificate":"R","genre": ["Drama", "War"] }
{"index":{"_index":"movies","_id":"24"}}
{"title": "The Green Mile","synopsis": "The lives of guards on Death Row are affected by one of their charges: a black man accused of child murder and rape, yet who has a mysterious gift.","actors": ["Tom Hanks", "Michael Clarke Duncan", "David Morse", "Bonnie Hunt"] ,"director":" Frank Darabont ","rating":"8.6","certificate":"R","genre": ["Crime", "Drama", "Fantasy"] }
{"index":{"_index":"movies","_id":"25"}}
{"title": "Life Is Beautiful","synopsis": "When an open-minded Jewish librarian and his son become victims of the Holocaust, he uses a perfect mixture of will, humor, and imagination to protect his son from the dangers around their camp.","actors": ["Roberto Benigni", "Nicoletta Braschi", "Giorgio Cantarini", "Giustino Durano"] ,"director":" Roberto Benigni ","rating":"8.6","certificate":"PG-13","genre": ["Comedy", "Drama", "Romance"]} 


================================================
FILE: datasets/movies2.json
================================================
POST _bulk
{"index":{"_index":"movies","_id":"1"}}
{"title": "The Shawshank Redemption","synopsis": "Two imprisoned men bond over a number of years, finding solace and eventual redemption through acts of common decency.","actors": ["Tim Robbins", "Morgan Freeman", "Bob Gunton", "William Sadler"] ,"director":" Frank Darabont ","rating":9.3,"certificate":"R","genre": "Drama "}
{"index":{"_index":"movies","_id":"2"}}
{"title": "The Godfather","synopsis": "An organized crime dynasty's aging patriarch transfers control of his clandestine empire to his reluctant son.","actors": ["Marlon Brando", "Al Pacino", "James Caan", "Diane Keaton"] ,"director":" Francis Ford Coppola ","rating":9.2,"certificate":"R","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"3"}}
{"title": "The Dark Knight","synopsis": "When the menace known as the Joker wreaks havoc and chaos on the people of Gotham, Batman must accept one of the greatest psychological and physical tests of his ability to fight injustice.","actors": ["Christian Bale", "Heath Ledger", "Aaron Eckhart", "Michael Caine"] ,"director":" Christopher Nolan ","rating":9.0,"certificate":"PG-13","genre": ["Action", "Crime", "Drama"] }
{"index":{"_index":"movies","_id":"4"}}
{"title": "The Godfather: Part II","synopsis": "The early life and career of Vito Corleone in 1920s New York City is portrayed, while his son, Michael, expands and tightens his grip on the family crime syndicate.","actors": ["Al Pacino", "Robert De Niro", "Robert Duvall", "Diane Keaton"] ,"director":" Francis Ford Coppola ","rating":9.0,"certificate":"R","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"5"}}
{"title": "12 Angry Men","synopsis": "A jury holdout attempts to prevent a miscarriage of justice by forcing his colleagues to reconsider the evidence.","actors": ["Henry Fonda", "Lee J. Cobb", "Martin Balsam", " John Fiedler"] ,"director":" Sidney Lumet ","rating":9.0,"certificate":"Approved","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"6"}}
{"title": "The Lord of the Rings: The Return of the King","synopsis": "Gandalf and Aragorn lead the World of Men against Saurons's army to draw his gaze from Frodo and Sam as they approach Mount Doom with the One Ring.","actors": ["Elijah Wood", "Viggo Mortensen", "Ian McKellen", "Orlando Bloom"] ,"director":" Peter Jackson ","rating":8.9,"certificate":"PG-13","genre": ["Action", "Adventure", "Drama"] }
{"index":{"_index":"movies","_id":"7"}}
{"title": "Pulp Fiction","synopsis": "The lives of two mob hitmen, a boxer, a gangster and his wife, and a pair of diner bandits intertwine in four tales of violence and redemption.","actors": ["John Travolta", "Uma Thurman", "Samuel L. Jackson", "Bruce Willis"] ,"director":" Quentin Tarantino ","rating":8.9,"certificate":"R","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"8"}}
{"title": "Schindler's List","synopsis": "In German-occupied Poland during World War II, industrialist Oskar Schindler gradually becomes concerned for his Jewish workforce after witnessing their persecution by the Nazis.","actors": ["Liam Neeson", "Ralph Fiennes", "Ben Kingsley", "Caroline Goodall"] ,"director":" Steven Spielberg ","rating":8.9,"certificate":"R","genre": ["Biography", "Drama", "History"] }
{"index":{"_index":"movies","_id":"9"}}
{"title": "Inception","synopsis": "A thief who steals corporate secrets through the use of dream-sharing technology is given the inverse task of planting an idea into the mind of a C.E.O.","actors": ["Leonardo DiCaprio", "Joseph Gordon-Levitt", "Elliot Page", "Ken Watanabe"] ,"director":" Christopher Nolan ","rating":8.8,"certificate":"PG-13","genre": ["Action", "Adventure", "Sci-Fi"] }
{"index":{"_index":"movies","_id":"10"}}
{"title": "Fight Club","synopsis": "An insomniac office worker and a devil-may-care soap maker form an underground fight club that evolves into much more.","actors": ["Brad Pitt", "Edward Norton", "Meat Loaf", "Zach Grenier"] ,"director":" David Fincher ","rating":8.8,"certificate":"R","genre": "Drama"} 
{"index":{"_index":"movies","_id":"11"}}
{"title": "The Lord of the Rings: The Fellowship of the Ring","synopsis": "A meek Hobbit from the Shire and eight companions set out on a journey to destroy the powerful One Ring and save Middle-earth from the Dark Lord Sauron.","actors": ["Elijah Wood", "Ian McKellen", "Orlando Bloom", "Sean Bean"] ,"director":" Peter Jackson ","rating":8.8,"certificate":"PG-13","genre": ["Action", "Adventure", "Drama"] }
{"index":{"_index":"movies","_id":"12"}}
{"title": "Forrest Gump","synopsis": "The presidencies of Kennedy and Johnson, the Vietnam War, the Watergate scandal and other historical events unfold from the perspective of an Alabama man with an IQ of 75, whose only desire is to be reunited with his childhood sweetheart.","actors": ["Tom Hanks", "Robin Wright", "Gary Sinise", "Sally Field"] ,"director":" Robert Zemeckis ","rating":8.8,"certificate":"PG-13","genre": ["Drama", "Romance"] }
{"index":{"_index":"movies","_id":"13"}}
{"title": "The Good, the Bad and the Ugly","synopsis": "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.","actors": ["Clint Eastwood", "Eli Wallach", "Lee Van Cleef", "Aldo Giuffrè"] ,"director":" Sergio Leone ","rating":8.8,"certificate":"R","genre": "Western"}
{"index":{"_index":"movies","_id":"14"}}
{"title": "The Lord of the Rings: The Two Towers","synopsis": "While Frodo and Sam edge closer to Mordor with the help of the shifty Gollum, the divided fellowship makes a stand against Sauron's new ally, Saruman, and his hordes of Isengard.","actors": ["Elijah Wood", "Ian McKellen", "Viggo Mortensen", "Orlando Bloom"] ,"director":" Peter Jackson ","rating":8.7,"certificate":"PG-13","genre": ["Action", "Adventure", "Drama"]} 
{"index":{"_index":"movies","_id":"15"}}
{"title": "The Matrix","synopsis": "When a beautiful stranger leads computer hacker Neo to a forbidding underworld, he discovers the shocking truth--the life he knows is the elaborate deception of an evil cyber-intelligence.","actors": ["Keanu Reeves", "Laurence Fishburne", "Carrie-Anne Moss", "Hugo Weaving"] ,"director":["Lana Wachowski", "Lilly Wachowski"] ,"rating":8.7,"certificate":"R","genre": ["Action", "Sci-Fi"] }
{"index":{"_index":"movies","_id":"16"}}
{"title": "Goodfellas","synopsis": "The story of Henry Hill and his life in the mob, covering his relationship with his wife Karen Hill and his mob partners Jimmy Conway and Tommy DeVito in the Italian-American crime syndicate.","actors": ["Robert De Niro", "Ray Liotta", "Joe Pesci", "Lorraine Bracco"] ,"director":" Martin Scorsese ","rating":8.7,"certificate":"R","genre": ["Biography", "Drama", "Crime"] }
{"index":{"_index":"movies","_id":"17"}}
{"title": "Star Wars: Episode V - The Empire Strikes Back","synopsis": "After the Rebels are brutally overpowered by the Empire on the ice planet Hoth, Luke Skywalker begins Jedi training with Yoda, while his friends are pursued across the galaxy by Darth Vader and bounty hunter Boba Fett.","actors": ["Mark Hamill", "Harrison Ford", "Carrie Fisher", "Billy Dee Williams"] ,"director":" Irvin Kershner ","rating":8.7,"certificate":"PG-13","genre": ["Action", "Adventure", "Fantasy"] }
{"index":{"_index":"movies","_id":"18"}}
{"title": "One Flew Over the Cuckoo's Nest","synopsis": "A criminal pleads insanity and is admitted to a mental institution, where he rebels against the oppressive nurse and rallies up the scared patients.","actors": ["Jack Nicholson", "Louise Fletcher", "Michael Berryman", "Peter Brocco"] ,"director":" Milos Forman ","rating":8.7,"certificate":"R","genre": "Drama" }
{"index":{"_index":"movies","_id":"19"}}
{"title": "Parasite","synopsis": "Greed and class discrimination threaten the newly formed symbiotic relationship between the wealthy Park family and the destitute Kim clan.","actors": ["Kang-ho Song", "Sun-kyun Lee", "Yeo-jeong Cho", "Woo-sik Choi"] ,"director":" Bong Joon Ho ","rating":8.6,"certificate":"R","genre": ["Comedy", "Drama", "Thriller"] }
{"index":{"_index":"movies","_id":"20"}}
{"title": "Interstellar","synopsis": "A team of explorers travel through a wormhole in space in an attempt to ensure humanity's survival.","actors": ["Matthew McConaughey", "Anne Hathaway", "Jessica Chastain", "Mackenzie Foy"] ,"director":" Christopher Nolan ","rating":8.6,"certificate":"PG-13","genre": ["Adventure", "Drama", "Sci-Fi"] }
{"index":{"_index":"movies","_id":"21"}}
{"title": "City of God","synopsis": "In the slums of Rio, two kids paths diverge as one struggles to become a photographer and the other a kingpin.","actors": ["Alexandre Rodrigues", "Leandro Firmino", "Matheus Nachtergaele", "Phellipe Haagensen"] ,"director": ["Fernando Meirelles", "Kátia Lund"] ,"rating":8.6,"certificate":"R","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"22"}}
{"title": "Spirited Away","synopsis": "During her family's move to the suburbs, a sullen 10-year-old girl wanders into a world ruled by gods, witches, and spirits, and where humans are changed into beasts.","actors": ["Daveigh Chase", "Suzanne Pleshette", "Miyu Irino", "Rumi Hiiragi"] ,"director":" Hayao Miyazaki ","rating":8.6,"certificate":"PG-13","genre": ["Animation", "Adventure", "Family"]} 
{"index":{"_index":"movies","_id":"23"}}
{"title": "Saving Private Ryan","synopsis": "Following the Normandy Landings, a group of U.S. soldiers go behind enemy lines to retrieve a paratrooper whose brothers have been killed in action.","actors": ["Tom Hanks", "Matt Damon", "Tom Sizemore", "Edward Burns"] ,"director":" Steven Spielberg ","rating":8.6,"certificate":"R","genre": ["Drama", "War"] }
{"index":{"_index":"movies","_id":"24"}}
{"title": "The Green Mile","synopsis": "The lives of guards on Death Row are affected by one of their charges: a black man accused of child murder and rape, yet who has a mysterious gift.","actors": ["Tom Hanks", "Michael Clarke Duncan", "David Morse", "Bonnie Hunt"] ,"director":" Frank Darabont ","rating":8.6,"certificate":"R","genre": ["Crime", "Drama", "Fantasy"] }
{"index":{"_index":"movies","_id":"25"}}
{"title": "Life Is Beautiful","synopsis": "When an open-minded Jewish librarian and his son become victims of the Holocaust, he uses a perfect mixture of will, humor, and imagination to protect his son from the dangers around their camp.","actors": ["Roberto Benigni", "Nicoletta Braschi", "Giorgio Cantarini", "Giustino Durano"] ,"director":" Roberto Benigni ","rating":8.6,"certificate":"PG-13","genre": ["Comedy", "Drama", "Romance"]} 


================================================
FILE: datasets/products.txt
================================================
PUT _bulk
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{"product": "TV", "brand": "Samsung", "model": "UE75TU7020", "size": "75", "resolution": "4k", "type": "smart tv", "price": 799, "colour": "silver", "energy_rating": "A+", "overview": "Settle in for an epic movie marathon or boxset binge with this amazing 75-inch Samsung smart TV. The incredibly sharp 4K Ultra HD display shows off everything in breathtaking quality, with bright, lifelike colours truly immersing you in the action. Even classic hits will look their best thanks to the fantastic upscaling on offer from its Crystal 4K UHD processor. You\u2019ll really feel the action too, since the Adaptive Sound tech automatically adjusts the audio settings to suit whatever you\u2019re watching. And there\u2019s loads to keep you busy, with streaming apps and catch-up services available through your internet. Plus, if you ever lose the remote, you can just ask your Alexa device to change the channel for you.", "user_ratings": 4.5, "images": ""}
{"index":{"_index":"products","_id":"2"}}
{"product": "TV", "brand": "Samsung", "model": "QE65Q700TA", "size": "65", "resolution": "8k", "type": "QLED", "price": 1799, "colour": "black", "energy_rating": "A+", "overview": "This outstanding 65-inch Samsung TV turns your living room into a home cinema with truly amazing tech. Its 8K QLED screen gives you an incredible razor-sharp picture bursting with ultra-realistic detail and bright, true-to-life colours. And the 8K quantum processor alongside clever 8K AI upscaling makes sure absolutely everything you watch reaches the same jaw-dropping quality, even if it\u2019s a golden oldie. Of course, it\u2019s a smart TV too, meaning you\u2019ll have tons of streaming apps and catch-up services to flick through once you connect it to the internet, including BT Sport. Plus, sound gets special treatment as well, with Adaptive Audio+ technology constantly scanning every scene to deliver the best experience possible.", "user_ratings": 5, "images": ""}
{"index":{"_index":"products","_id":"3"}}
{"product": "TV", "brand": "Sony", "model": "KD65AG8BU", "size": "65", "resolution": "4k", "type": "OLED", "price": 1699, "colour": "black", "energy_rating": "A+", "overview": "Bring the cinema into your home with this 65-inch Sony Bravia OLED TV. With over 8 million self-illuminating pixels individually controlled by the X1 Extreme processor, images are upscaled for truer 4K HDR quality. OLED technology provides genuine black and sharp contrast, while the TRILUMINOS Display draws from a range of hues and intensifies colours for an incredible, lifelike picture. What\u2019s more, with Sound-from-Picture Reality\u2122 the sound is delivered from the entire screen, rather than from the back of the TV, so you\u2019ll hear the explosions and dialogue exactly where they originate from. And since it\u2019s powered by Android, you\u2019ll have access to a huge selection of streaming and catch-up services.", "user_ratings": 4.8, "images": ""}
{"index":{"_index":"products","_id":"4"}}
{"product": "TV", "brand": "Sony", "model": "KD85XH8096BU", "size": "85", "resolution": "4k", "type": "smart tv", "price": 1899, "colour": "black", "energy_rating": "A+", "overview": "This 4K LED TV from Sony will make your takeaway night with friends that much better. Thanks to 4K X-Reality PRO tech, the picture in your wildlife documentaries or latest action film is sharpened and defined to fill everything with detail, so it\u2019ll feel like you\u2019re really in the middle of the action. All your scenes will pop with vibrant colour too, since the TRILUMINOS display uses a wide range of shades to paint your screen. When you\u2019re bored of flicking through the channels, Android TV lets you download catch-up and streaming apps, meaning you can log-in to your accounts and binge a new boxset. It\u2019ll sound amazing too, as the specially designed X-balanced speaker has a unique shape that\u2019s powerful and crisp without compromising on the thin design of the TV. And if you\u2019re not in the mood to click through the menus, you can control your TV by talking into the included remote.", "user_ratings": 5, "images": ""}
{"index":{"_index":"products","_id":"5"}}
{"product": "TV", "brand": "LG", "model": "OLED65BX6LB", "size": "65", "resolution": "4k", "type": "smart tv", "price": 1599, "colour": "black", "energy_rating": "A+", "overview": "Upgrade your old telly with this 65-inch LG TV, featuring a 4K Ultra HD screen, for brilliant images at four times the resolution of Full HD. With an OLED display, the pixels give out their own light instead of being backlit, which means on top of incredible contrast, you get true blacks, as the pixels simply switch off. Plus, the \u03b17 Gen3 Intelligent Processor analyses your content and enhances the clarity and sharpness of the picture, as well as the sound. The audio features don\u2019t stop there \u2013 AI Sound tech uses spatial awareness to adjust the settings for the best listening experience. And it\u2019s smart, of course, so you can access streaming and catch-up services. What\u2019s more, you get NVIDIA\u00ae G-SYNC compatible support, so you\u2019ll get less lag and flicker on top of smoother gaming.", "user_ratings": 4.9, "images": ""}
{"index":{"_index":"products","_id":"6"}}
{"product": "TV", "brand": "Panasonic", "model": "TX-65HX580BZ", "size": "65", "resolution": "4k", "type": "smart tv", "price": 639, "colour": "Black", "energy_rating": "A", "overview": "Whether you\u2019re a fan of the cricket or show up on the sofa each week to support your favourite football team, every big match will look amazing on this 65-inch Panasonic TV. The 4K Ultra HD resolution creates a sharp picture that\u2019s really detailed, so you\u2019ll be able to see every swing of the bat or kick of the ball in high quality. Plus, Dolby Vision creates rich depth and natural colours to bring the action to life, so you\u2019ll feel like you\u2019re sat in the stands. If it clashes with a show that someone else was wanting to watch, they can always play it later on the catch-up apps. And when you\u2019ve lost the remote, instead of flipping up all the cushions on the sofa, you can just ask Alexa to control the TV instead, since it connects to any existing Alexa speakers you have in the home.", "user_ratings": 5, "images": ""}
{"index":{"_index":"products","_id":"7"}}
{"product": "TV", "brand": "Philips", "model": "65OLED805", "size": "65", "resolution": "4k", "type": "OLED", "price": 2199, "colour": "Grey", "energy_rating": "A+", "overview": "Enjoy spectacular performance and elegant design with this 65-inch Philips 4K TV. The Ultra HD OLED screen provides a wide viewing angle and delivers natural colours, strong contrast and true blacks. The Philips P5 processor with AI puts you at the heart of the action, delivering a picture bursting with lifelike detail, rich colour and fluid motion. And with Philips Ambilight, intelligent LEDs around the edge of the TV respond to the on-screen action and emit a captivating glow for a truly immersive experience. It works with Alexa, too \u2013 change channels, adjust the volume or turn on your gaming console just by asking. Plus, this Android TV lets you customise the home screen to display your favourite apps, so you can get access to the content you want faster.", "user_ratings": 5, "images": ""}
{"index":{"_index":"products","_id":"8"}}
{"product": "TV", "brand": "Philips", "model": "24PFT5505", "size": "24", "resolution": "1920 x 1080", "type": "LED TV", "price": 149, "colour": "Black", "energy_rating": "A", "overview": "This 24-inch Philips LED TV is compact and light enough to set up almost anywhere. It has a VGA and 3.5mm audio input, meaning it can easily double as a computer monitor, while the two HDMI ports allow you to have both a set-top box and gaming console or Blu-ray player connected. You can even share music and videos from your phone on the TV thanks to the USB port. It looks amazing, too \u2013 with Full HD resolution for incredible, razor-sharp images, and you\u2019ll have plenty of free content to watch, because it has Freeview HD built in. What\u2019s more, it\u2019ll even turn off on its own if no one\u2019s using it.", "user_ratings": 4.8, "images": ""}
{"index":{"_index":"products","_id":"9"}}
{"product": "TV", "brand": "TCL", "model": "50C715K", "size": "50", "resolution": "4K", "type": "smart tv", "price": 571, "colour": "Silver", "energy_rating": "A", "overview": "If you\u2019re looking for a feature-packed 4K TV that won\u2019t break the bank, then this one from TCL is the perfect choice. Measuring 50 inches, this Ultra HD LED TV has a Quantum Dot display, so images appear incredibly lifelike. Plus, with Dynamic Dolby Vision HDR, you\u2019ll enjoy superb contrast and vibrant colour. And there\u2019s more Dolby magic \u2013 it comes with Atmos\u00ae for clear, beautiful sound. What\u2019s more, this smart TV allows you to access streaming apps and catch up with your favourite shows, and you can even connect it to your Amazon Alexa or Google Assistant to control it with your voice.", "user_ratings": 4.5, "images": ""}
{"index":{"_index":"products","_id":"10"}}
{"product": "TV", "brand": "Samsung", "model": "QE85Q80TA", "size": "85", "resolution": "4k", "type": "QLED", "price": 2999, "colour": "Black", "energy_rating": "A+", "overview": "Kit out your living room with this 85-inch Samsung TV and enjoy a ton of jaw-dropping features. The QLED screen uses tiny crystals that all give off light and colour, offering a breath-taking picture full of razor-sharp detail, with hues that appear as bright and lifelike as the filmmaker intended. Plus, when you stick on wildlife documentary, it\u2019ll look natural and realistic, as Dual LED tech perfectly balances warm and cool tones in the picture. You\u2019ll have no problem hearing Sir David over the echoes of the rainforest either, since this model amplifies voices to make sure you catch every word. And because it\u2019s a smart TV, you\u2019ll have access to plenty of streaming apps through your internet connection, including the BT Sport app. What\u2019s more, when you aren\u2019t watching anything, you can display photos or check the latest headlines with Ambient Mode+.", "user_ratings": 5, "images": ""}
{"index":{"_index":"products","_id":"11"}}
{"product": "Fridge", "brand": "Haier", "model": "HRF-450DS6", "size": "447 litre", "resolution": "", "type": "American Fridge Freezer", "price": 527, "colour": "Silver", "energy_rating": "A+", "overview": "Keep your groceries deliciously fresh with this Haier American fridge freezer. Its 450 litre capacity can store 25 bags of food shopping, making it ideal for larger households. You\u2019ll never have to manually defrost again, as intelligent Total No Frost technology prevents ice building-up inside. Your food will always be kept in the very best conditions too, thanks to fantastic Multiflow technology, which circulates air evenly around the cabinet to keep the temperature consistent throughout. The fridge also has a Super Cool function which rapidly lowers the temperature, so new food added will always be stored in the ideal climate. ", "user_ratings": 4.9, "images": "images"}
{"index":{"_index":"products","_id":"12"}}
{"product": "Fridge", "brand": "Samsung", "model": "RB Combi Range RB29FSRNDSA", "size": "290 litre", "resolution": "", "type": "Frost Free Fridge Freezer", "price": 429, "colour": "Silver", "energy_rating": "A+", "overview": "This silver Samsung fridge freezer has lots of fantastic features to take excellent care of your food. With a 290 litre capacity, it can hold 16 bags packed with your favourite groceries. Clever All-Around Cooling technology in the fridge ensures fish stays fresh and vegetables keep their crunch, by circulating cool air to ensure an even temperature. When you\u2019re away from home, the holiday setting saves energy by keeping the freezer running while maintaining an even temperature in the fridge when it\u2019s empty, ensuring it stays free from odours. This model also has a handy wine rack that\u2019s perfect for keeping your favourite tipples secure.", "user_ratings": 4.8, "images": ""}
{"index":{"_index":"products","_id":"13"}}
{"product": "Fridge", "brand": "Beko", "model": "CRFG3582W ", "size": "263 litre", "resolution": "", "type": "Frost Free Fridge Freezer", "price": 269, "colour": "White", "energy_rating": "A+", "overview": "Keep your ingredients for Sunday roasts and other recipes fresh for longer with this fridge freezer from Beko. It has a 263 litre capacity, which means it can hold 14 bags of food shopping. Thanks to its frost free technology, you never have to manually defrost again \u2013 cool air circulates to prevent icy build-ups. And the Salad Crisper drawer makes organising fruit and veg easy as pie for when you want a healthy snack. Also, the reversible doors can be installed to open from the right or left to suit your kitchen\u2019s layout.", "user_ratings": 4.8, "images": ""}
{"index":{"_index":"products","_id":"14"}}
{"product": "Fridge", "brand": "Samsung", "model": "BRB260134WW", "size": "267 litre", "resolution": "", "type": "Frost Free Fridge Freezer", "price": 679, "colour": "White", "energy_rating": "A++", "overview": "With lots of clever features, this integrated fridge freezer from Samsung keeps your food fresher for longer. Its 267 litre capacity can hold 14 bags of food shopping, making it perfect for medium-sized households. It has All-Around Cooling too, which circulates cool air evenly throughout the fridge and freezer, so it keeps everything fresh. This model has SpaceMax Technology\u2122 as well, which means it has thinner walls, so there\u2019s even more space inside. It also has a salad crisper drawer, which helps keep your fruit and vegetables organised.", "user_ratings": 4.7, "images": ""}
{"index":{"_index":"products","_id":"15"}}
{"product": "Fridge", "brand": "Hisense", "model": "RS741N4WC11", "size": "562 litre", "resolution": "", "type": "American Fridge Freezer", "price": 649, "colour": "Stainless Steel Effect", "energy_rating": "A+", "overview": "For a stylish addition to your kitchen, look no further than this stainless steel American fridge freezer from Hisense. You can keep a healthy supply of your favourite treats, as its 562 litre capacity can hold up to 31 bags of food shopping. Total No Frost technology prevents icy build-ups forming inside, so it will never need manually defrosting. It even has a handy water dispenser, so you\u2019ll always have a deliciously chilled drink at hand. And the Holiday Setting is great when you\u2019re away for extended periods, as it keeps the freezer running normally while keeping a precise temperature in the fridge, saving you energy.", "user_ratings": 4.9, "images": ""}
{"index":{"_index":"products","_id":"16"}}
{"product": "Fridge", "brand": "LG", "model": "GSL561PZUZ", "size": "591 Litre", "resolution": "", "type": "American Fridge Freezer", "price": 1149, "colour": "Stainless Steel Effect", "energy_rating": "A++", "overview": "You won\u2019t have to shop as often with this spacious American fridge freezer from LG. Thanks to its 591 litre capacity, there\u2019s more than enough room for 32 shopping bags filled with the weekly groceries. Total No Frost technology stops ice building up in the fridge and freezer, so you\u2019ll never have the tedious chore of defrosting it by hand either. Plus, if you\u2019re sick of fruits and vegetables losing their flavour quickly, this model\u2019s Moist Balance Crisper\u2122 drawer is the answer to your problems. It maintains the perfect level of humidity inside, helping everything stay fresher for longer. And, because it has a durable Inverter Linear Compressor, it\u2019s much more efficient and a lot quieter to run.", "user_ratings": 4.9, "images": ""}
{"index":{"_index":"products","_id":"17"}}
{"product": "Fridge", "brand": "Bosch", "model": "Serie 6 KAD93VIFPG", "size": "533 Litre", "resolution": "", "type": "American Fridge Freezer", "price": 1649, "colour": "Stainless Steel Effect", "energy_rating": "A+", "overview": "This stainless steel effect freestanding American fridge freezer from Bosch is a perfect addition to your kitchen. With a spacious 533 litre capacity, it can hold 29 bags of delicious food and treats. You\u2019ll also enjoy never having to manually defrost it again thanks to its Frost Free technology. A fan circulates cool air to prevent ice build-ups from forming on the walls. And the Water and Ice Dispenser gives you fresh water and cubed ice on tap; it just needs a plumbing connection, which means you don\u2019t have to keep manually filling a tank. Plus, the FreshSense systems monitors and controls the temperature inside the fridge and freezer compartments, so that ingredients keep their freshness and flavour.", "user_ratings": 4.8, "images": ""}
{"index":{"_index":"products","_id":"18"}}
{"product": "Fridge", "brand": "Swan", "model": "Retro SR11010BLN", "size": "208 litre", "resolution": "", "type": "Retro Fridge Freezer", "price": 449, "colour": "Blue", "energy_rating": "A+", "overview": "With its eye-catching retro design, this blue Swan fridge freezer is sure to make a statement in your kitchen. It has a 208 litre capacity, which means it can hold 11 bags of food shopping, and is ideal for stocking up on fresh groceries. It will need defrosting from time to time to keep it working efficiently, and it has an annual energy cost of just \u00a333.10, so it\u2019ll be kind to the environment and your wallet. It has a handy fast freeze function too, which helps to rapidly chill new groceries added to the freezer so all the goodness and flavour are quickly locked into your food.", "user_ratings": 4.9, "images": ""}
{"index":{"_index":"products","_id":"19"}}
{"product": "Fridge", "brand": "Amica", "model": "FKR29653B", "size": "244 litre", "resolution": "", "type": "Retro Fridge Freezer", "price": 368, "colour": "Black", "energy_rating": "A+", "overview": "Add some retro flair to your kitchen with this stylish black fridge freezer from Amica. It has a 244 litre capacity which can hold up to 13 bags of food shopping \u2013 so it\u2019s ideal for stocking up on some BBQ essentials like burgers, sausages, and some veggie options too. The handy salad crisper drawer can keep all your fresh fruit and veg neat and organised as well, so they\u2019re always in easy reach when it\u2019s time to whip-up a side salad. The unique, vibrant design of this model is sure to be the talking point of any kitchen, and will just need manually defrosting every now and then to keep it working at its best.", "user_ratings": 4.8, "images": ""}
{"index":{"_index":"products","_id":"20"}}
{"product": "Fridge", "brand": "LG", "model": "GBB72MCUFN", "size": "384 litre", "resolution": "", "type": "Frost Free Fridge Freezer", "price": 900, "colour": "Matte Black", "energy_rating": "A+++", "overview": "This frost free fridge freezer from LG will add style to any kitchen. It has a 384 litre capacity, giving you plenty of room to store up to 21 bags of groceries. The NatureFRESH\u2122 with DoorCooling+ ensures the whole fridge is evenly cooled too, as the cold air from the door keeps the air flow moving. There\u2019s even a fresh converter drawer for storing your meat and fish produce. So, whether you\u2019ve got a steak from the butchers or a nice fillet of mackerel, you can rest easy knowing they\u2019ll be kept at the perfect temperature. And thanks to the Inverter Linear Compressor, which uses brushless magnets instead of various moving parts, it\u2019s a lot quieter to run and much longer lasting too.", "user_ratings": 4.9, "images": ""}
{"index":{"_index":"products","_id":"21"}}
{"product": "Fridge", "brand": "Amica", "model": "FKR29653B", "size": "244 litre", "resolution": "", "type": "Retro Fridge Freezer", "price": 368, "colour": "Black", "energy_rating": "A+", "overview": "Add some retro flair to your kitchen with this stylish black fridge freezer from Amica. It has a 244 litre capacity which can hold up to 13 bags of food shopping \u2013 so it\u2019s ideal for stocking up on some BBQ essentials like burgers, sausages, and some veggie options too. The handy salad crisper drawer can keep all your fresh fruit and veg neat and organised as well, so they\u2019re always in easy reach when it\u2019s time to whip-up a side salad. The unique, vibrant design of this model is sure to be the talking point of any kitchen, and will just need manually defrosting every now and then to keep it working at its best.", "user_ratings": 4.8, "images": ""}
{"index":{"_index":"products","_id":"22"}}
{"product": "Fridge", "brand": "LG", "model": "GBB72MCUFN", "size": "384 litre", "resolution": "", "type": "Frost Free Fridge Freezer", "price": 900, "colour": "Matte Black", "energy_rating": "A+++", "overview": "This frost free fridge freezer from LG will add style to any kitchen. It has a 384 litre capacity, giving you plenty of room to store up to 21 bags of groceries. The NatureFRESH\u2122 with DoorCooling+ ensures the whole fridge is evenly cooled too, as the cold air from the door keeps the air flow moving. There\u2019s even a fresh converter drawer for storing your meat and fish produce. So, whether you\u2019ve got a steak from the butchers or a nice fillet of mackerel, you can rest easy knowing they\u2019ll be kept at the perfect temperature. And thanks to the Inverter Linear Compressor, which uses brushless magnets instead of various moving parts, it\u2019s a lot quieter to run and much longer lasting too.", "user_ratings": 4.9, "images": ""}
{"index":{"_index":"products","_id":"23"}}
{"product": "Laptop", "brand": "Razer", "model": "Blade 15 Advanced", "size": "15.6", "resolution": "1920 x 1080", "type": "Gaming Laptop", "price": 2499, "colour": "Black", "energy_rating": "SSD - 1TB/16", "overview": "Face your enemies on the frontline with the awesome firepower of this Full HD Razer Blade 15 Advanced gaming laptop. When you need to go in all guns blazing, it\u2019s got a 10th generation Intel\u00ae Core\u2122 i7 octa core processor that\u2019s teamed up with 16GB of RAM to help you nail that big win. When the action\u2019s heating up on the screen, the innovative vapour chamber keeps everything cool and working at its best, so you can continue to crush your rivals with more power than ever before.\n\nYou\u2019ll be totally immersed in the absolutely breathtaking visuals and ultra-sharp details on offer from GeForce\u00ae RTX 2080 SUPER graphics card. Plus, you\u2019ll have space for a huge library on its 1TB SSD, which also gives you super-fast load times so you can dive straight in.", "user_ratings": 4.8, "images": "images"}
{"index":{"_index":"products","_id":"24"}}
{"product": "Laptop", "brand": "Lenovo", "model": "Legion 5 15ARH05", "size": "15.6", "resolution": "1920 x 1080", "type": "Gaming Laptop", "price": 779, "colour": "Phantom Black", "energy_rating": "SSD - 256GB/8", "overview": "Always have the edge over the competition with this gaming laptop from Lenovo. It has Legion Coldfront 2.0 technology, which makes sure it\u2019s only the action onscreen that heats up. And with a 256GB SSD, you\u2019ll have fast loading times and plenty of space for all your favourite titles too.\n\nPlus, the dedicated GeForce\u00ae GTX 1650 4GB graphics card will give you stunning visuals bursting with detail. And, with an AMD Ryzen 5 4600H hexa core processor as well as 8GB of RAM, you\u2019ll be able to keep on top of several tasks at once.", "user_ratings": 4.9, "images": ""}
{"index":{"_index":"products","_id":"25"}}
{"product": "Laptop", "brand": "Apple", "model": "MacBook Pro with Touch Bar [2020]", "size": "13", "resolution": "2560x1600", "type": "MacBook", "price": 1380, "colour": "Space Grey", "energy_rating": "SSD - 512GB/8", "overview": "The Apple M1 chip redefines the 13-inch MacBook Pro. Featuring an 8-core CPU that flies through complex workflows in photography, coding, video editing and more. Incredible 8-core GPU that crushes graphics-intensive tasks and enables super-smooth gaming. An advanced 16-core Neural Engine for more machine learning power in your favourite apps. Superfast unified memory for fluid performance. And the longest-ever battery life in a Mac at up to 20 hours.2 It\u2019s Apple\u2019s most popular pro notebook. Even more performance and even more pro.", "user_ratings": 5, "images": ""}
{"index":{"_index":"products","_id":"26"}}
{"product": "Laptop", "brand": "Apple", "model": "MacBook Air [2020]", "size": "13", "resolution": "2560x1600", "type": "MacBook", "price": 999, "colour": "Space Grey", "energy_rating": "SSD - 256GB/8", "overview": "Apple\u2019s thinnest and lightest notebook gets supercharged with the Apple M1 chip. Tackle your projects with the blazing-fast 8-core CPU. Take graphics-intensive apps and games to the next level with an up to 7-core GPU. And accelerate machine learning tasks with the 16-core Neural Engine. All with a silent, fanless design and the longest battery life ever \u2014 up to 18 hours.1 MacBook Air. Still perfectly portable. Just a lot more powerful.", "user_ratings": 5, "images": ""}
{"index":{"_index":"products","_id":"27"}}
{"product": "Laptop", "brand": "Acer", "model": "Chromebook CB315-3HT", "size": "15.6", "resolution": "1920 x 1080", "type": "Chromebook", "price": 349, "colour": "Silver", "energy_rating": "SSD - 64GB/4", "overview": "Sail through the basics with this Acer Chromebook. It has a Google-powered operating system, which is not only easy to use but loads up this model quickly too, so you won\u2019t be waiting around to start your day. Plus, it also gives you access to millions of apps, while the built-in antivirus means you can browse online safely. And thanks to its 12-hour battery life, it\u2019s ideal for working on the go. It also comes with two years of free online storage with Google Drive, so you can save and edit all your files with an internet connection. And it has an Intel\u00ae Pentium\u00ae processor with 4GB of RAM, so you\u2019ll have no problem with light multitasking.", "user_ratings": 5, "images": ""}
{"index":{"_index":"products","_id":"28"}}
{"product": "Laptop", "brand": "HP", "model": "Spectre x360 13-aw0057na", "size": "13.3", "resolution": "1920 x 1080", "type": "2-in-1 Laptop", "price": 1199, "colour": "Black", "energy_rating": "SSD - 256GB/8", "overview": "Tick off your daily checklist in style with this HP Spectre laptop. Its lightweight design and massive 19-hour battery life make it perfect for long stretches away from your desk, meaning you can set up anywhere you fancy. And it\u2019s easy to navigate between apps using the 13.3-inch Full HD touchscreen, which also makes photos and videos look clear and sharp. There\u2019s space for your files and music on the 256GB SSD, and the lightning-fast load times boots up everything really quickly. Plus, you\u2019ll have plenty of power for multitasking thanks to the combination of an Intel\u00ae Core\u2122 i5 processor alongside 8GB of RAM.", "user_ratings": 4.9, "images": ""}
{"index":{"_index":"products","_id":"29"}}
{"product": "Laptop", "brand": "Asus", "model": "VivoBook Flip TM420IA", "size": "14", "resolution": "1920 x 1080", "type": "2-in-1 Laptop", "price": 499, "colour": "Black", "energy_rating": "SSD - 128GB/4", "overview": "This VivoBook Flip laptop from ASUS is a fantastic all-rounder that\u2019s great for both work and chilling out. With a lightweight design and 8-hour battery life, it\u2019s perfectly suited to catching up on emails and browsing social media. Everything will look really clear on the Full HD display, which doubles as an easy-to-use touchscreen that makes navigating between apps simple. Plus, it has a 128GB SSD for super-fast loading times, as well as plenty of space for files and music. All this is powered by an AMD Ryzen 3 processor alongside 4GB of RAM to easily tackle basic jobs, or even a bit of light multitasking.", "user_ratings": 4.8, "images": ""}
{"index":{"_index":"products","_id":"30"}}
{"product": "Laptop", "brand": "HP", "model": "ENVY x360 13-ay0008na", "size": "13.3", "resolution": "1920 x 1080", "type": "UtraBook", "price": 799, "colour": "Black", "energy_rating": "SSD - 256GB/8", "overview": "This HP ENVY laptop has everything you need to power through your day. Its lightweight design and 11-hour battery life make it the ideal partner for travel, and it\u2019s great for getting away from your desk. The 13.3-inch Full HD touchscreen is easy to use and lets you navigate with your finger, while videos will look fantastic when you\u2019re relaxing after a long day. There\u2019s a 256GB SSD onboard too that speeds up loading times, as well as offering space for your files and photos. Plus, the combination of an AMD Ryzen 5 processor alongside 8GB of RAM means you\u2019ll have plenty of power for multitasking.", "user_ratings": 4.7, "images": ""}
{"index":{"_index":"products","_id":"31"}}
{"product": "Laptop", "brand": "Huawei", "model": "MateBook 13", "size": "13", "resolution": "2160 x 1440", "type": "MateBook", "price": 939, "colour": "Space Grey", "energy_rating": "SSD - 512GB/16", "overview": "Plough through demanding projects wherever you are with this powerful Huawei MateBook 13 laptop. You\u2019ll have no trouble getting a day\u2019s work done thanks to its 11-hour battery life, while the lightweight design makes it easy to set up shop anywhere you fancy. There\u2019s a 2K touchscreen that makes navigating with your finger a breeze, as well as offering a sharp view of videos and photos, which is great for editing. Its 512GB SSD offers plenty of storage for all your files and apps, and it\u2019ll boot up quickly when you\u2019re raring to jump back in. Plus, intensive multitasking is no problem at all for the Intel\u00ae Core\u2122 i7 processor and 16GB of RAM, meaning nothing will slow you down.", "user_ratings": 4.5, "images": ""}
{"index":{"_index":"products","_id":"32"}}
{"product": "Laptop", "brand": "Lenovo", "model": "Yoga 7", "size": "14", "resolution": "1920 x 1080", "type": "UltraBook", "price": 799, "colour": "Slate", "energy_rating": "SSD - 256GB/8", "overview": "Work from home in style with this Lenovo Yoga 7 laptop. Its 16-hour battery life gives you plenty of charge to set up wherever you fancy, whether that\u2019s curled up on the sofa or out in the garden. Its 14-inch Full HD display offers a really clear view of whatever you\u2019re up to \u2013 perfect for binging your favourite shows after a long day at your desk. And it\u2019ll be up and running in next to no time thanks to its speedy 256GB SSD, which also has space for your files. Plus, the combo of an Intel\u00ae Core\u2122 i5 processor alongside 8GB of RAM lets you run loads of different apps at once, so you can stream some tunes while answering emails.", "user_ratings": 4.8, "images": ""}
{"index":{"_index":"products","_id":"33"}}
{"product": "Laptop", "brand": "Lenovo", "model": "Yoga 7", "size": "14", "resolution": "1920 x 1080", "type": "UltraBook", "price": 799, "colour": "Slate", "energy_rating": "SSD - 256GB/8", "overview": "Work from home in style with this Lenovo Yoga 7 laptop. Its 16-hour battery life gives you plenty of charge to set up wherever you fancy, whether that\u2019s curled up on the sofa or out in the garden. Its 14-inch Full HD display offers a really clear view of whatever you\u2019re up to \u2013 perfect for binging your favourite shows after a long day at your desk. And it\u2019ll be up and running in next to no time thanks to its speedy 256GB SSD, which also has space for your files. Plus, the combo of an Intel\u00ae Core\u2122 i5 processor alongside 8GB of RAM lets you run loads of different apps at once, so you can stream some tunes while answering emails.", "user_ratings": 4.8, "images": ""}
{"index":{"_index":"products","_id":"34"}}
{"product": "Desktop", "brand": "Lenovo", "model": "IdeaCentre 24ARE05", "size": "AMD Ryzen 5", "resolution": "AMD Radeon Graphics", "type": "All In One", "price": 549, "colour": "Black", "energy_rating": "HDD- 1TB/8", "overview": "If you\u2019re on the hunt for a brand new desktop, this all-in-one model from Lenovo is a great choice. It has an AMD Ryzen 5 processor which is teamed with 8GB of RAM, which means it\u2019ll deliver seamless multitasking without a hitch. You won\u2019t be short of storage space either thanks to the massive 1TB hard drive, and thanks to the Full HD screen, you\u2019ll always have a super-clear picture to work on. There\u2019s a wired keyboard and mouse included too, so your setup will be good to go in no time.", "user_ratings": 5, "images": "images"}
{"index":{"_index":"products","_id":"35"}}
{"product": "Desktop", "brand": "Acer", "model": "Aspire C24-963", "size": "Intel\u00ae Core\u2122 i5", "resolution": "intel uhd graphics 620", "type": "All In One", "price": 599, "colour": "Silver / Black", "energy_rating": "HDD- 1TB/8", "overview": "Give your home office an upgrade with this excellent Acer desktop. It has an AMD A9 processor which is teamed with 8GB of RAM, so it\u2019ll easily handle playing your favourite albums as you work on those essays. And with a 1TB hard drive and 256GB SSD, there\u2019s all the storage space you need for all your documents and files. Plus, the Full HD screen delivers a stunning, clear picture \u2013 perfect for watching films and boxsets when it\u2019s time for a break. It even comes with a wireless keyboard and mouse too, so you\u2019ll be good to go in no time.", "user_ratings": 5, "images": ""}
{"index":{"_index":"products","_id":"36"}}
{"product": "Desktop", "brand": "Acer", "model": "Nitro N50-610", "size": "Intel\u00ae Core\u2122 i5", "resolution": "Nvidia GeForce GTX 1650", "type": "Gaming Tower", "price": 749, "colour": "Black / Red", "energy_rating": "HDD- 1TB/8", "overview": "Raise your game with this fantastic gaming desktop from Acer. Every exciting moment will be brought to life in amazing detail with the dedicated GeForce\u00ae GTX 1650 graphics card. And thanks to the fan cooling system, only the on-screen action heats up to give you an improved performance.\n\nAll your favourite titles will run smoothly with the 10th gen Intel\u00ae Core\u2122 i5 processor which is teamed with 8GB of RAM. There\u2019s tons of storage space too with the 1TB hard drive, giving you plenty of space for your collection.", "user_ratings": 4.9, "images": ""}
{"index":{"_index":"products","_id":"37"}}
{"product": "Desktop", "brand": "Lenovo", "model": "IdeaCentre 3 Tower", "size": "AMD Ryzen 3", "resolution": "AMD Radeon Graphics", "type": "Tower", "price": 329, "colour": "Mineral Grey", "energy_rating": "HDD- 1TB/4", "overview": "If you\u2019re looking for a new family desktop, then this Lenovo IdeaCentre all-in-one model is a brilliant choice. With an AMD Ryzen 3 processor and 4GB of RAM, it has all the power you need for day-to-day use and basic multitasking. And the large 1TB hard drive gives you plenty of space to store everyone\u2019s files, photos and music. You can also hook up lots of different devices thanks to its 8 USB ports, meaning you won\u2019t have to unplug something if you want to pop some tunes on your phone. This model also comes with a wireless keyboard and mouse, so you\u2019ll have everything you need to get going straight out of the box.", "user_ratings": 4.5, "images": ""}
{"index":{"_index":"products","_id":"38"}}
{"product": "Desktop", "brand": "MSI", "model": "MAG Infinite S 10SI-052UK", "size": "Intel\u00ae Core\u2122 i5", "resolution": "Nvidia GeForce GTX 1660 SUPER", "type": "Gaming Tower", "price": 799, "colour": "Black", "energy_rating": "SSD - 512GB/8", "overview": "Push the boundaries with this Infinite S gaming desktop from MSI. Whether you\u2019ve been captured over on enemy lines or you\u2019re fighting the final boss, the cooling fans prevent it from overheating, so it can always give its best performance. And, thanks to the GeForce\u00ae GTX 1660 SUPER graphics card, you\u2019ll dive deeper into your games, as you explore the beautifully clear visuals.\n\nInside, there\u2019s also a 10th gen Intel\u00ae Core\u2122 i5-10400F processor, which works with 8GB of RAM to handle all your games smoothly. Plus, you\u2019ll have room to store your collection on the 512GB SSD, which also offers super-fast loading times so you can jump straight into a new adventure.", "user_ratings": 5, "images": ""}
{"index":{"_index":"products","_id":"39"}}
{"product": "Desktop", "brand": "Apple", "model": "iMac 5K 27\" iMac 2020", "size": "Intel\u00ae Core\u2122 i5", "resolution": "AMD Radeon Pro 5300", "type": "iMac", "price": 1799, "colour": "Silver", "energy_rating": "SSD - 256GB/8", "overview": "The 27-inch iMac now comes packed with the latest processors, faster memory, powerful graphics and ultra-fast SSD storage. And the gorgeous Retina 5K display is better than ever with True Tone technology and optional nano-texture glass. With macOS and all its built-in apps, the 27-inch iMac is the total creative package\u2014powered up.", "user_ratings": 4.8, "images": ""}
{"index":{"_index":"products","_id":"40"}}
{"product": "Desktop", "brand": "Apple", "model": "Mac Mini Mac Mini 2020", "size": "Intel\u00ae Core\u2122 i5", "resolution": "Intel\u00ae UHD Graphics 630", "type": "Mac mini", "price": 1099, "colour": "Space Grey\n", "energy_rating": "SSD - 512GB/8", "overview": "Eighth-generation 6-core and quad-core processors. Fast 2666MHz DDR4 memory. A variety of ports, including Thunderbolt 3, HDMI 2.0 and available 10Gb Ethernet.* And all-flash storage that\u2019s incredibly fast, so you can load giant files and launch apps in an instant. The re-engineered Mac mini is the best performing yet. Ready for the desktop. And beyond.", "user_ratings": 5, "images": ""}
{"index":{"_index":"products","_id":"41"}}
{"product": "Desktop", "brand": "HP", "model": "Omen 25L", "size": "Intel Core i5-10xxx", "resolution": "Nvidia GeForce RTX\u2122 2060", "type": "Tower", "price": 1049, "colour": "Black", "energy_rating": "HDD - 2TB/16", "overview": "Level up your experience and make the leap to PC gaming with this HP OMEN desktop. It\u2019s loaded with a GeForce\u00ae RTX 2060 6GB VRAM graphics card that\u2019ll pack your screen with outstanding special effects and immersive visuals. Next up, the 10th generation Intel\u00ae Core\u2122 i5-10400F processor, alongside 16GB of RAM, can easily handle all your favourite titles, giving you smooth gameplay.\n\nYou\u2019ll have tons of storage space ready to fill up with a huge library of blockbusters thanks to its 2TB hard drive, while the extra 256GB SSD loads up apps at lightning speed \u2013 so no more waiting around to grab some high scores. Plus, you can personalise its look and really show off your awesome hardware, since it comes with customisable RGB lighting.", "user_ratings": 4.7, "images": ""}
{"index":{"_index":"products","_id":"42"}}
{"product": "Desktop", "brand": "HP", "model": "Pavilion Tower", "size": "Intel Core i5-10xxx", "resolution": "Nvidia GeForce\u00ae GTX 1660 SUPER", "type": "Tower", "price": 849, "colour": "Black", "energy_rating": "HDD- 1TB/8", "overview": "This HP Pavilion desktop has some great tech that\u2019ll kick-start your PC gaming career. You\u2019ll step into a whole new world of immersive visuals and special effects that\u2019ll pull you into the action thanks to its GeForce\u00ae GTX 1660 SUPER 6GB VRAM graphics card. And it\u2019ll fire up your favourite titles no problem, since its 10th generation Intel\u00ae Core\u2122 i5-10400F processor and 8GB of processor give you really smooth gameplay.\n\nYou won\u2019t have to worry about running out of storage either, as it\u2019s equipped with a 1TB hard drive, plus an extra 256GB SSD that speeds up load times. Plus, you can have your mouse, keyboard and a controller all plugged in at the same time with the 4 high-speed USB ports, so there\u2019s no need to keep swapping things around all the time.", "user_ratings": 4.9, "images": ""}
{"index":{"_index":"products","_id":"43"}}
{"product": "Desktop", "brand": "Lenovo", "model": "IdeaCentre G5 14IMB05", "size": "Intel\u00ae Core\u2122 i3", "resolution": "NVidia GeForce GTX 1650 SUPER", "type": "Gaming Tower", "price": 649, "colour": "Black", "energy_rating": "SSD - 512GB/8", "overview": "Take your first steps into the world of PC gaming with this Lenovo IdeaCentre G5i desktop. You\u2019ll enjoy adventures through lush new realms, full of sharp detail and awesome special effects, thanks to its GeForce GTX 1650 SUPER graphics card. And the combination of a 10th generation Intel\u00ae Core\u2122 i3 processor alongside 8GB of RAM makes sure the action is really smooth, giving you a seamless experience.\n\nYou\u2019ll even be able to dive straight in with the speedy 512GB SSD, which also offers lots of storage for your favourite titles. Plus, it\u2019s got 7 USB ports for plugging in all your bits and pieces at the same time \u2013 perfect for keeping a controller handy without having to disconnect your keyboard or mouse.", "user_ratings": 4.8, "images": ""}
{"index":{"_index":"products","_id":"44"}}
{"product": "Desktop", "brand": "Lenovo", "model": "IdeaCentre G5 14IMB05", "size": "Intel\u00ae Core\u2122 i3", "resolution": "NVidia GeForce GTX 1650 SUPER", "type": "Gaming Tower", "price": 649, "colour": "Black", "energy_rating": "SSD - 512GB/8", "overview": "Take your first steps into the world of PC gaming with this Lenovo IdeaCentre G5i desktop. You\u2019ll enjoy adventures through lush new realms, full of sharp detail and awesome special effects, thanks to its GeForce GTX 1650 SUPER graphics card. And the combination of a 10th generation Intel\u00ae Core\u2122 i3 processor alongside 8GB of RAM makes sure the action is really smooth, giving you a seamless experience.\n\nYou\u2019ll even be able to dive straight in with the speedy 512GB SSD, which also offers lots of storage for your favourite titles. Plus, it\u2019s got 7 USB ports for plugging in all your bits and pieces at the same time \u2013 perfect for keeping a controller handy without having to disconnect your keyboard or mouse.", "user_ratings": 4.8, "images": ""}
{"index":{"_index":"products","_id":"45"}}
{"product": "Tablet", "brand": "Apple", "model": "iPad Mini 5th Generation", "size": "7.9", "resolution": "2048 x 1536", "type": "iPad", "price": 384, "colour": "Gold", "energy_rating": "64GB/2", "overview": "The beloved 7.9-inch iPad mini is more capable than ever.1 It features the A12 Bionic chip with Neural Engine, which uses real-time machine learning to transform the way you experience photos, gaming, augmented reality (AR), and more. A beautiful Retina display with True Tone for easier viewing in all kinds of lighting environments. Support for Apple Pencil.2 Wi-Fi and Gigabit-class LTE.3 An 8MP back camera and 7MP FaceTime HD camera. As well as all-day battery life,4 Touch ID and Apple Pay, and over a million iPad apps on the App Store\u2014in an iPad that fits in one hand.", "user_ratings": 5, "images": "images"}
{"index":{"_index":"products","_id":"46"}}
{"product": "Tablet", "brand": "Apple", "model": "iPad 8th Generation", "size": "10.2", "resolution": "2160 x 1620", "type": "iPad", "price": 429, "colour": "Silver", "energy_rating": "128GB/4", "overview": "The new iPad. It\u2019s your digital notebook, mobile office, photo studio, game console and personal cinema. With the A12 Bionic chip that can easily power essential apps and immersive games. So you can edit a document while researching on the web and making a FaceTime call to a colleague at the same time. Apple Pencil makes note-taking with iPad a breeze. Attach a full\u2011size Smart Keyboard for comfortable typing. And go further with Wi-Fi and 4G LTE Advanced and all-day battery life.", "user_ratings": 4.8, "images": ""}
{"index":{"_index":"products","_id":"47"}}
{"product": "Tablet", "brand": "Apple", "model": "iPad Air [4th Generation]", "size": "10.9", "resolution": "2360 x 1640", "type": "iPad", "price": 556, "colour": "Sky Blue", "energy_rating": "64GB/4", "overview": "The all-new iPad Air. It\u2019s more versatile than ever. The stunning 10.9-inch Liquid Retina display with wide colour lets you see photos, videos and games in vivid, true-to-life detail.1 It features the A14 Bionic chip with Neural Engine, delivering power and advanced machine learning capabilities to edit a 4K video, create a beautiful presentation, design a 3D model, and do all of these things with ease. And now with support for Magic Keyboard and Apple Pencil (2nd generation),2 fast, easy and secure Touch ID and Apple Pay, a 12MP back camera and 7MP FaceTime HD camera, USB-C connector for charging and accessories, all-day battery life,3 fast Wi-Fi 6 and 4G LTE Advanced.4 With iPad Air you have the power to bring your ideas to life.", "user_ratings": 5, "images": ""}
{"index":{"_index":"products","_id":"48"}}
{"product": "Tablet", "brand": "Apple", "model": "iPad Pro 4th Generation", "size": "12.9", "resolution": "2732 x 2048", "type": "iPad", "price": 912, "colour": "Space Grey", "energy_rating": "128GB/6", "overview": "The 12.9-inch iPad Pro features an immersive, edge-to-edge Liquid Retina display.1The new pro cameras, Wide and new Ultra Wide, combined with the all-new LiDAR scanner enable entirely new experiences in the next generation of augmented reality (AR) apps. A12Z Bionic chip for powering essential apps and graphics-intensive games. Support for the new Magic Keyboard with trackpad2 and Apple Pencil.2 Faster Wi-Fi and 4G LTE Advanced.3 All-day battery life.4 And access to millions of apps on the App Store to transform iPad Pro into anything you need, anywhere you need it.", "user_ratings": 5, "images": ""}
{"index":{"_index":"products","_id":"49"}}
{"product": "Tablet", "brand": "Samsung", "model": "Galaxy Tab S7", "size": "11", "resolution": "2560 x 1600", "type": "Wifi Tablet", "price": 619, "colour": "Mystic Black", "energy_rating": "128GB/6", "overview": "Enjoy a world of entertainment with this mystic black tablet from Samsung. The Android 10 operating system gives you access to loads of cool apps and games, which will all look amazing on the Quad HD screen. It also has 128GB of storage, so you\u2019ll have plenty of space for your photos and videos, and you\u2019ll be able to play your favourite games all day thanks to the 15-hour battery life. Plus, you can take fantastic snaps with the 13MP rear camera. And it even comes with a Samsung S Pen, which is great for making quick notes and sketches.", "user_ratings": 4.9, "images": ""}
{"index":{"_index":"products","_id":"50"}}
{"product": "Tablet", "brand": "Samsung", "model": "Galaxy Tab A7", "size": "10.36", "resolution": "1200 x 2000", "type": "Wifi Tablet", "price": 179, "colour": "Grey", "energy_rating": "31GB/3", "overview": "Keep everyone entertained with this grey Galaxy Tab A7 from Samsung. It uses the Android 10 operating system, so you\u2019ll have loads of apps and games on hand to keep you distracted from the hustle and bustle around you. Everything will look amazing too, thanks to the stunning 10.3-inch WUXGA display that\u2019ll keep you in the thick of the action. Plus, the 32GB of storage gives you plenty of space for your files. It even has an 8MP rear camera to capture all those cherished moments in stunning detail. And it\u2019s Bluetooth enabled, which is ideal if you want to connect wireless headphones to catch up on that must-see boxset on the commute.", "user_ratings": 4.5, "images": ""}
{"index":{"_index":"products","_id":"51"}}
{"product": "Tablet", "brand": "Amazon", "model": "Fire", "size": "7", "resolution": "1024 x 600", "type": "Wifi Tablet", "price": 34, "colour": "Plum", "energy_rating": "16GB/1", "overview": "Keep the whole clan entertained with this plum Amazon Fire 7 tablet. With the clever Fire OS 5 installed, you\u2019ll have all the latest apps at your fingertips. It also has an HD screen for great picture quality, so your videos will look crystal clear. And with 16GB of storage, you\u2019ll have plenty of space to store everything from Angry Birds to holiday snaps. Plus, you can use the 2 megapixel rear camera to capture those cherished moments to share with friends. It even has Alexa Assistant, which you can use to ask questions and set reminders, or view your smart home cameras and doorbells.", "user_ratings": 4.8, "images": ""}
{"index":{"_index":"products","_id":"52"}}
{"product": "Tablet", "brand": "Lenovo", "model": "Smart Tab", "size": "10.1", "resolution": "1920 x 1200", "type": "Wifi Tablet", "price": 179, "colour": "Grey", "energy_rating": "32GB/3", "overview": "This grey Lenovo Yoga Smart Tab tablet has loads of great features to keep you entertained. It runs on the Android 9.0 Pie operating system, giving you access to thousands of cool apps and making it easier to navigate using gestures. The 11-hour battery life means you\u2019ll have plenty of charge to binge movies or TV shows, which\u2019ll look fantastic on its 10.1-inch Full HD screen. There\u2019s also space for music, photos and videos with its 32GB storage, while the 8MP rear camera takes fantastic snaps to share with all your friends. You\u2019ll also find Google Assistant built-in, letting you ask questions, set reminders and more using your voice.", "user_ratings": 4.6, "images": ""}
{"index":{"_index":"products","_id":"53"}}
{"product": "Tablet", "brand": "Lenovo", "model": "Tab M10 Plus", "size": "10.3", "resolution": "1920 x 1200", "type": "Wifi Tablet", "price": 179, "colour": "Grey", "energy_rating": "64GB/4", "overview": "A true helper, the Tab M10 Plus from Lenovo is always ready to give you a hand. As it runs on Android 9 Pie, you’ll have access to anything from social and shopping apps, to banking apps to help out with your finances. And when you’ve got your hands full with the kids, you can use its voice controls and ask Google to check the weather or set a reminder for tomorrow’s play date, before you rush them out the door. Plus, it’s got a fabulous 10.3-inch Full HD+ display and Dolby Atmos sound tech, so it’s great for getting under the covers and watching a film, as it shows off all the action in brilliant detail. You won’t have to worry about it cutting out mid-scene either, since it comes with a 9-hour battery life, while the 64GB of storage gives you room for all your downloads. What’s more, when you’ve been busy DIY-ing and upcycling, you can snap a pic and proudly show it off to the world with the 8MP camera.","user_ratings": 4.8, "images": ""}


================================================
FILE: datasets/products2.txt
================================================
PUT _bulk
{"index":{"_index":"products2","_id":"1"}}
{"product": "TV", "brand": "Samsung", "model": "UE75TU7020", "size": "75", "resolution": "4k", "type": "smart tv", "price": 799, "colour": "silver", "energy_rating": "A+", "overview": "Amazing 75-inch Samsung smart TV. The incredibly sharp 4K Ultra HD display shows off everything in breathtaking quality, with bright, lifelike colours truly immersing you in the action.","tech_spec":"smart tv;4k ultra hd;2 years warranty", "user_ratings": 4.5, "images": ""}
{"index":{"_index":"products2","_id":"2"}}
{"product": "TV", "brand": "Samsung", "model": "QE65Q700TA", "size": "65", "resolution": "8k", "type": "QLED", "price": 1799, "colour": "black", "energy_rating": "A+", "overview": "This outstanding 65-inch Samsung TV turns your living room into a home cinema with truly amazing tech. Its 8K QLED screen gives you an incredible razor-sharp picture bursting with ultra-realistic detail and bright, true-to-life colours.Of course, it's a smart TV too,", "tech_spec":"smart tv;8k QLED GD;3 years warranty", "user_ratings": 5, "images": ""}
{"index":{"_index":"products2","_id":"3"}}
{"product": "TV", "brand": "Sony", "model": "KD65AG8BU", "size": "65", "resolution": "4k", "type": "OLED", "price": 1699, "colour": "black", "energy_rating": "A+", "overview": "Bring the cinema into your home with this 65-inch Sony Bravia OLED TV. Images are upscaled for truer 4K HDR quality. OLED technology provides genuine black and sharp contrast", "tech_spec":"smart tv;OLED hd;5 years warranty", "user_ratings": 4.8, "images": ""}


================================================
FILE: datasets/products_mapping.txt
================================================
PUT products
{
  "mappings": {
    "properties": {
      "brand": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "colour": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "energy_rating": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "images": {
        "type": "text"
      },
      "model": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "overview": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "price": {
        "type": "double"
      },
      "product": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "resolution": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "size": {
        "type": "text"
      },
      "type": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "user_ratings": {
        "type": "double"
      }
    }
  }
}


================================================
FILE: datasets/restaurants.txt
================================================
# Create a mapping for restaurants
PUT restaurants
{
  "mappings": {
    "properties": {
      "name":{
        "type": "text"
      },
      "town_centre":{
        "type": "geo_point"
      },
      "location":{
        "type": "geo_point"
      },
      "category":{
        "type":"text"
      },
      "hygenie_rating":{
        "type": "short"
      },
      "borough":{
        "type":"text"
      }
    }
  }
}


================================================
FILE: datasets/three-books-kibana.txt
================================================
PUT books/_doc/1
{
  "title":"Effective Java",
  "author":"Joshua Bloch",
  "release_date":"2001-06-01",
  "amazon_rating":4.7,
  "best_seller":true,
  "prices": {
    "usd":9.95,
    "gbp":7.95,
    "eur":8.95
  }
}

PUT books/_doc/2
{
  "title":"Core Java Volume I - Fundamentals",
  "author":"Cay S. Horstmann",
  "release_date":"2018-08-27",
  "amazon_rating":4.8,
  "best_seller":true,
  "prices": {
    "usd":19.95,
    "gbp":17.95,
    "eur":18.95
  }
}

PUT books/_doc/3
{
  "title":"Java: A Beginner’s Guide",
  "author":"Herbert Schildt",
  "release_date":"2018-11-20",
  "amazon_rating":4.2,
  "best_seller":true,
  "prices": {
    "usd":19.99,
    "gbp":19.99,
    "eur":19.99
  }
}


================================================
FILE: datasets/top-movies-kibana.txt
================================================
POST _bulk
{"index":{"_index":"movies","_id":"1"}}
{"title": "The Shawshank Redemption","synopsis": "Two imprisoned men bond over a number of years, finding solace and eventual redemption through acts of common decency.","actors": ["Tim Robbins", "Morgan Freeman", "Bob Gunton", "William Sadler"] ,"director":" Frank Darabont ","rating":"9.3","certificate":"R","genre": "Drama "}
{"index":{"_index":"movies","_id":"2"}}
{"title": "The Godfather","synopsis": "An organized crime dynasty's aging patriarch transfers control of his clandestine empire to his reluctant son.","actors": ["Marlon Brando", "Al Pacino", "James Caan", "Diane Keaton"] ,"director":" Francis Ford Coppola ","rating":"9.2","certificate":"R","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"3"}}
{"title": "The Dark Knight","synopsis": "When the menace known as the Joker wreaks havoc and chaos on the people of Gotham, Batman must accept one of the greatest psychological and physical tests of his ability to fight injustice.","actors": ["Christian Bale", "Heath Ledger", "Aaron Eckhart", "Michael Caine"] ,"director":" Christopher Nolan ","rating":"9.0","certificate":"PG-13","genre": ["Action", "Crime", "Drama"] }
{"index":{"_index":"movies","_id":"4"}}
{"title": "The Godfather: Part II","synopsis": "The early life and career of Vito Corleone in 1920s New York City is portrayed, while his son, Michael, expands and tightens his grip on the family crime syndicate.","actors": ["Al Pacino", "Robert De Niro", "Robert Duvall", "Diane Keaton"] ,"director":" Francis Ford Coppola ","rating":"9.0","certificate":"R","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"5"}}
{"title": "12 Angry Men","synopsis": "A jury holdout attempts to prevent a miscarriage of justice by forcing his colleagues to reconsider the evidence.","actors": ["Henry Fonda", "Lee J. Cobb", "Martin Balsam", " John Fiedler"] ,"director":" Sidney Lumet ","rating":"9.0","certificate":"Approved","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"6"}}
{"title": "The Lord of the Rings: The Return of the King","synopsis": "Gandalf and Aragorn lead the World of Men against Saurons's army to draw his gaze from Frodo and Sam as they approach Mount Doom with the One Ring.","actors": ["Elijah Wood", "Viggo Mortensen", "Ian McKellen", "Orlando Bloom"] ,"director":" Peter Jackson ","rating":"8.9","certificate":"PG-13","genre": ["Action", "Adventure", "Drama"] }
{"index":{"_index":"movies","_id":"7"}}
{"title": "Pulp Fiction","synopsis": "The lives of two mob hitmen, a boxer, a gangster and his wife, and a pair of diner bandits intertwine in four tales of violence and redemption.","actors": ["John Travolta", "Uma Thurman", "Samuel L. Jackson", "Bruce Willis"] ,"director":" Quentin Tarantino ","rating":"8.9","certificate":"R","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"8"}}
{"title": "Schindler's List","synopsis": "In German-occupied Poland during World War II, industrialist Oskar Schindler gradually becomes concerned for his Jewish workforce after witnessing their persecution by the Nazis.","actors": ["Liam Neeson", "Ralph Fiennes", "Ben Kingsley", "Caroline Goodall"] ,"director":" Steven Spielberg ","rating":"8.9","certificate":"R","genre": ["Biography", "Drama", "History"] }
{"index":{"_index":"movies","_id":"9"}}
{"title": "Inception","synopsis": "A thief who steals corporate secrets through the use of dream-sharing technology is given the inverse task of planting an idea into the mind of a C.E.O.","actors": ["Leonardo DiCaprio", "Joseph Gordon-Levitt", "Elliot Page", "Ken Watanabe"] ,"director":" Christopher Nolan ","rating":"8.8","certificate":"PG-13","genre": ["Action", "Adventure", "Sci-Fi"] }
{"index":{"_index":"movies","_id":"10"}}
{"title": "Fight Club","synopsis": "An insomniac office worker and a devil-may-care soap maker form an underground fight club that evolves into much more.","actors": ["Brad Pitt", "Edward Norton", "Meat Loaf", "Zach Grenier"] ,"director":" David Fincher ","rating":"8.8","certificate":"R","genre": "Drama"} 
{"index":{"_index":"movies","_id":"11"}}
{"title": "The Lord of the Rings: The Fellowship of the Ring","synopsis": "A meek Hobbit from the Shire and eight companions set out on a journey to destroy the powerful One Ring and save Middle-earth from the Dark Lord Sauron.","actors": ["Elijah Wood", "Ian McKellen", "Orlando Bloom", "Sean Bean"] ,"director":" Peter Jackson ","rating":"8.8","certificate":"PG-13","genre": ["Action", "Adventure", "Drama"] }
{"index":{"_index":"movies","_id":"12"}}
{"title": "Forrest Gump","synopsis": "The presidencies of Kennedy and Johnson, the Vietnam War, the Watergate scandal and other historical events unfold from the perspective of an Alabama man with an IQ of 75, whose only desire is to be reunited with his childhood sweetheart.","actors": ["Tom Hanks", "Robin Wright", "Gary Sinise", "Sally Field"] ,"director":" Robert Zemeckis ","rating":"8.8","certificate":"PG-13","genre": ["Drama", "Romance"] }
{"index":{"_index":"movies","_id":"13"}}
{"title": "The Good, the Bad and the Ugly","synopsis": "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.","actors": ["Clint Eastwood", "Eli Wallach", "Lee Van Cleef", "Aldo Giuffrè"] ,"director":" Sergio Leone ","rating":"8.8","certificate":"R","genre": "Western"}
{"index":{"_index":"movies","_id":"14"}}
{"title": "The Lord of the Rings: The Two Towers","synopsis": "While Frodo and Sam edge closer to Mordor with the help of the shifty Gollum, the divided fellowship makes a stand against Sauron's new ally, Saruman, and his hordes of Isengard.","actors": ["Elijah Wood", "Ian McKellen", "Viggo Mortensen", "Orlando Bloom"] ,"director":" Peter Jackson ","rating":"8.7","certificate":"PG-13","genre": ["Action", "Adventure", "Drama"]} 
{"index":{"_index":"movies","_id":"15"}}
{"title": "The Matrix","synopsis": "When a beautiful stranger leads computer hacker Neo to a forbidding underworld, he discovers the shocking truth--the life he knows is the elaborate deception of an evil cyber-intelligence.","actors": ["Keanu Reeves", "Laurence Fishburne", "Carrie-Anne Moss", "Hugo Weaving"] ,"director":["Lana Wachowski", "Lilly Wachowski"] ,"rating":"8.7","certificate":"R","genre": ["Action", "Sci-Fi"] }
{"index":{"_index":"movies","_id":"16"}}
{"title": "Goodfellas","synopsis": "The story of Henry Hill and his life in the mob, covering his relationship with his wife Karen Hill and his mob partners Jimmy Conway and Tommy DeVito in the Italian-American crime syndicate.","actors": ["Robert De Niro", "Ray Liotta", "Joe Pesci", "Lorraine Bracco"] ,"director":" Martin Scorsese ","rating":"8.7","certificate":"R","genre": ["Biography", "Drama", "Crime"] }
{"index":{"_index":"movies","_id":"17"}}
{"title": "Star Wars: Episode V - The Empire Strikes Back","synopsis": "After the Rebels are brutally overpowered by the Empire on the ice planet Hoth, Luke Skywalker begins Jedi training with Yoda, while his friends are pursued across the galaxy by Darth Vader and bounty hunter Boba Fett.","actors": ["Mark Hamill", "Harrison Ford", "Carrie Fisher", "Billy Dee Williams"] ,"director":" Irvin Kershner ","rating":"8.7","certificate":"PG-13","genre": ["Action", "Adventure", "Fantasy"] }
{"index":{"_index":"movies","_id":"18"}}
{"title": "One Flew Over the Cuckoo's Nest","synopsis": "A criminal pleads insanity and is admitted to a mental institution, where he rebels against the oppressive nurse and rallies up the scared patients.","actors": ["Jack Nicholson", "Louise Fletcher", "Michael Berryman", "Peter Brocco"] ,"director":" Milos Forman ","rating":"8.7","certificate":"R","genre": "Drama" }
{"index":{"_index":"movies","_id":"19"}}
{"title": "Parasite","synopsis": "Greed and class discrimination threaten the newly formed symbiotic relationship between the wealthy Park family and the destitute Kim clan.","actors": ["Kang-ho Song", "Sun-kyun Lee", "Yeo-jeong Cho", "Woo-sik Choi"] ,"director":" Bong Joon Ho ","rating":"8.6","certificate":"R","genre": ["Comedy", "Drama", "Thriller"] }
{"index":{"_index":"movies","_id":"20"}}
{"title": "Interstellar","synopsis": "A team of explorers travel through a wormhole in space in an attempt to ensure humanity's survival.","actors": ["Matthew McConaughey", "Anne Hathaway", "Jessica Chastain", "Mackenzie Foy"] ,"director":" Christopher Nolan ","rating":"8.6","certificate":"PG-13","genre": ["Adventure", "Drama", "Sci-Fi"] }
{"index":{"_index":"movies","_id":"21"}}
{"title": "City of God","synopsis": "In the slums of Rio, two kids paths diverge as one struggles to become a photographer and the other a kingpin.","actors": ["Alexandre Rodrigues", "Leandro Firmino", "Matheus Nachtergaele", "Phellipe Haagensen"] ,"director": ["Fernando Meirelles", "Kátia Lund"] ,"rating":"8.6","certificate":"R","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"22"}}
{"title": "Spirited Away","synopsis": "During her family's move to the suburbs, a sullen 10-year-old girl wanders into a world ruled by gods, witches, and spirits, and where humans are changed into beasts.","actors": ["Daveigh Chase", "Suzanne Pleshette", "Miyu Irino", "Rumi Hiiragi"] ,"director":" Hayao Miyazaki ","rating":"8.6","certificate":"PG-13","genre": ["Animation", "Adventure", "Family"]} 
{"index":{"_index":"movies","_id":"23"}}
{"title": "Saving Private Ryan","synopsis": "Following the Normandy Landings, a group of U.S. soldiers go behind enemy lines to retrieve a paratrooper whose brothers have been killed in action.","actors": ["Tom Hanks", "Matt Damon", "Tom Sizemore", "Edward Burns"] ,"director":" Steven Spielberg ","rating":"8.6","certificate":"R","genre": ["Drama", "War"] }
{"index":{"_index":"movies","_id":"24"}}
{"title": "The Green Mile","synopsis": "The lives of guards on Death Row are affected by one of their charges: a black man accused of child murder and rape, yet who has a mysterious gift.","actors": ["Tom Hanks", "Michael Clarke Duncan", "David Morse", "Bonnie Hunt"] ,"director":" Frank Darabont ","rating":"8.6","certificate":"R","genre": ["Crime", "Drama", "Fantasy"] }
{"index":{"_index":"movies","_id":"25"}}
{"title": "Life Is Beautiful","synopsis": "When an open-minded Jewish librarian and his son become victims of the Holocaust, he uses a perfect mixture of will, humor, and imagination to protect his son from the dangers around their camp.","actors": ["Roberto Benigni", "Nicoletta Braschi", "Giorgio Cantarini", "Giustino Durano"] ,"director":" Roberto Benigni ","rating":"8.6","certificate":"PG-13","genre": ["Comedy", "Drama", "Romance"]} 


================================================
FILE: datasets/tv_sales.txt
================================================
PUT tv_sales/_bulk
{"index":{"_id":"1"}}
{"brand": "Samsung","name":"UHD TV","size_inches":65,"price_gbp":1400,"sales":17}
{"index":{"_id":"2"}}
{"brand":"Samsung","name":"UHD TV","size_inches":45,"price_gbp":1000,"sales":11}
{"index":{"_id":"3"}}
{"brand":"Samsung","name":"UHD TV","size_inches":23,"price_gbp":999,"sales":14}
{"index":{"_id":"4"}}
{"brand":"LG","name":"8K TV","size_inches":65,"price_gbp":1499,"sales":13}
{"index":{"_id":"5"}}
{ "brand":"LG","name":"4K TV","size_inches":55,"price_gbp":1100,"sales":31}
{"index":{"_id":"6"}}
{"brand":"Philips","name":"8K TV","size_inches":65,"price_gbp":1800,"sales":23}
{"index":{"_id":"7"}}
{"brand":"Philips","name":"8K TV","size_inches":65,"price_gbp":2000,"sales":23}
{"index":{"_id":"9"}}
{"brand":"LG","name":"8K TV","size_inches":75,"price_gbp":2000,"sales":48,"best_seller":true}
{"index":{"_id":"10"}}
{"brand":"Panasonic", "name":"4K TV","size_inches":75,"price_gbp":2200,"sales":14,"best_seller":false}


================================================
FILE: datasets/vector-search-sample.json
================================================
[
  {
    "title": "Core Java Volume I – Fundamentals"
  },
  {
    "title": "Effective Java"
  },
  {
    "title": "Java: A Beginner’s Guid"
  },
  {
    "title": "Java - The Complete Reference"
  },
  {
    "title": "Head First Java"
  },
  {
    "title": "Kibana 4 Video Tutorials, Part 3"
  },
  {
    "title": "Keeping up with Kibana: This week in Kibana for November 29th, 2019"
  },
  {
    "title": "London Bridge"
  }
  
]


================================================
FILE: docker/7.15.1_es_kibana.yml
================================================
version: '3'
services:
  elasticsearch:
    image: docker.elastic.co/elasticsearch/elasticsearch:7.15.1
    container_name: elasticsearch-in-action-7.15.1
    environment:
      - node.name=node1
      - cluster.name=elasticsearch-in-action
      - discovery.type=single-node
      - bootstrap.memory_lock=true
      - path.repo=/usr/share/elasticsearch/backups
      - ES_JAVA_OPTS=-Xms512m -Xmx512m
    ulimits:
      memlock:
        soft: -1
        hard: -1
    volumes:
      - node1-data:/usr/share/elasticsearch/data
    ports:
      - 9200:9200
    networks:
      - elasticsearch-in-action
  kibana:
    image: docker.elastic.co/kibana/kibana:7.15.1
    container_name: kibana-7.15.1
    environment:
      - elasticsearch.url=http://elasticsearch:9200
    ulimits:
      memlock:
        soft: -1
        hard: -1
    ports:
      - 5601:5601
    networks:
      - elasticsearch-in-action
    depends_on: 
      - elasticsearch

volumes:
  node1-data:
    driver: local

networks:
  elasticsearch-in-action:


================================================
FILE: docker/elasticsearch-docker-8-1-2.yml
================================================
version: '3'
services:
  elasticsearch:
    image: docker.elastic.co/elasticsearch/elasticsearch:8.1.2
    container_name: elasticsearch-in-action-8.1.2
    environment:
      - node.name=node1
      - cluster.name=elasticsearch-in-action
      - discovery.type=single-node
      - bootstrap.memory_lock=true
      - xpack.security.enabled=false
      - path.repo=/usr/share/elasticsearch/backups
      - ES_JAVA_OPTS=-Xms512m -Xmx512m 
    ulimits:
      memlock:
        soft: -1
        hard: -1
    volumes:
      - node1-data:/usr/share/elasticsearch/data
    ports:
      - 9200:9200
    networks:
      - elasticsearch-in-action
  kibana:
    image: docker.elastic.co/kibana/kibana:8.1.2
    container_name: kibana-in-action-8.1.2
    environment:
      - elasticsearch.url=http://elasticsearch:9200
      - csp.strict=false
    ulimits:
      memlock:
        soft: -1
        hard: -1
    ports:
      - 5601:5601
    networks:
      - elasticsearch-in-action
    depends_on: 
      - elasticsearch

volumes:
  node1-data:
    driver: local

networks:
  elasticsearch-in-action:


================================================
FILE: docker/elasticsearch-docker-8-6-2.yml
================================================
version: '3'
services:
  elasticsearch:
    image: docker.elastic.co/elasticsearch/elasticsearch:8.6.2
    container_name: elasticsearch-in-action-8.6.2
    environment:
      - node.name=node1
      - cluster.name=elasticsearch-in-action
      - discovery.type=single-node
      - bootstrap.memory_lock=true
      - xpack.security.enabled=false
      - path.repo=/usr/share/elasticsearch/backups
      - ES_JAVA_OPTS=-Xms512m -Xmx512m 
    ulimits:
      memlock:
        soft: -1
        hard: -1
    volumes:
      - node1-data:/usr/share/elasticsearch/data
    ports:
      - 9200:9200
    networks:
      - elasticsearch-in-action
  kibana:
    image: docker.elastic.co/kibana/kibana:8.6.2
    container_name: kibana-in-action-8.6.2
    environment:
      - elasticsearch.url=http://elasticsearch:9200
      - csp.strict=false
    ulimits:
      memlock:
        soft: -1
        hard: -1
    ports:
      - 5601:5601
    networks:
      - elasticsearch-in-action
    depends_on: 
      - elasticsearch

volumes:
  node1-data:
    driver: local

networks:
  elasticsearch-in-action:


================================================
FILE: docker/one_node_es.yml
================================================
#One node elasticsearch



================================================
FILE: docker/one_node_kibana.yml
================================================



================================================
FILE: kibana_scripts/appendix_ingest_pipelines.txt
================================================
# Ingest Pipelines

# Create a pipeline that stamps incoming data with an additional field "confidential"
PUT _ingest/pipeline/confidential_files_pipeline 
{
  "description": "Stamp confidential on the file (document)",
  "processors": [
    {
      "set": {
        "field": "category",
        "value": "confidential"
      }
    }
  ]
}

POST _ingest/pipeline/confidential_files_pipeline/_simulate
{
  "docs": [
    {
      "_source": {
        "op_name": "Operation Cobra"
      }
    }
  ]
}

# Adding another processor to uppercase the newly created field:

PUT _ingest/pipeline/confidential_files_pipeline 
{
  "description": "Stamp confidential on the file (document)",
  "processors": [
    {
      "set": {
        "field": "category",
        "value": "confidential"
      },
      "uppercase": {
        "field": "category"
      }
    }
  ]
}

# Testing the modified pipeline second time
POST _ingest/pipeline/confidential_files_pipeline/_simulate
{
  "docs": [
    {
      "_source": {
        "op_name": "Operation Cobra"
      }
    }
  ]
}

# Create a pipeline that stamps incoming data with an additional field "confidential"
PUT _ingest/pipeline/confidential_pdf_files_pipeline 
{
  "description": "Pipeline to load PDF documents",
  "processors": [
    {
      "set": {
        "field": "category",
        "value": "confidential"
      },
      "attachment": {
        "field": "secret_file_data"
      }
    }
  ]
}


POST _ingest/pipeline/confidential_pdf_files_pipeline/_simulate
{
  "docs": [
    {
      "_source": {
        "op_name": "Op Konda",
        "secret_file_data":"U3VuZGF5IEx1bmNoIGF0IEtvbmRhJ3M="
      }
    }
  ]
}

# Choosing only content metadata as part of attachment

PUT _ingest/pipeline/only_content_pdf_files_pipeline 
{
  "description": "Pipeline to load PDF documents",
  "processors": [
    {
      "set": {
        "field": "category",
        "value": "confidential"
      },
      "attachment": {
        "field": "secret_file_data",
        "properties":["content"]
      }
    }
  ]
}

# Testing the pipeline
GET _ingest/pipeline/only_content_pdf_files_pipeline/_simulate
{
  "docs": [
    {
      "_source": {
        "op_name": "Op Konda",
        "secret_file_data":"U3VuZGF5IEx1bmNoIGF0IEtvbmRhJ3M="
      }
    }
  ]
}





================================================
FILE: kibana_scripts/ch02_getting_started.txt
================================================
## 
## A handy scripts file for hands-on exercises on Kibana
## Copy the whole contents of this file to Kibana's DevTools

## If you wish to follow the running commentary for these scripts, 
## follow the Ch2 Getting Started wiki page here: https://github.com/madhusudhankonda/elasticsearch-in-action/wiki/Ch-2:-Getting-Started
##
## Please let me know if you find any issues with this script



# Indexing a few documents into books index
PUT books/_doc/1
{
  "title":"Effective Java",
  "author":"Joshua Bloch",
  "release_date":"2001-06-01",
  "amazon_rating":4.7,
  "best_seller":true,
  "prices": {
    "usd":9.95,
    "gbp":7.95,
    "eur":8.95
  }
}
PUT books/_doc/2
{
  "title":"Core Java Volume I - Fundamentals",
  "author":"Cay S. Horstmann",
  "release_date":"2018-08-27",
  "amazon_rating":4.8,
  "best_seller":true,
  "prices": {
    "usd":19.95,
    "gbp":17.95,
    "eur":18.95
  }
}
PUT books/_doc/3
{
  "title":"Java: A Beginner’s Guide",
  "author":"Herbert Schildt",
  "release_date":"2018-11-20",
  "amazon_rating":4.2,
  "best_seller":true,
  "prices": {
    "usd":19.99,
    "gbp":19.99,
    "eur":19.99
  }
}

#Getting number of documents in books index
GET books/_count

#Adding another index with a sample doc
PUT fiction/_doc/1
{
  "title":"The Enchanters' Child",
  "author":"Navya Sarikonda"
}
# Fetching all documents from multiple indices
GET books,fiction/_count

#Fetch from ALL indices
GET /_count

#You can also use a wildcard too
GET b*/_count

# Fetching the document by its ID
GET books/_doc/1

# To fetch source only
GET books/_source/1

# To fetch multiple documents give a set of IDs using ids query
GET books/_search
{
  "query": {
    "ids": {
      "values": [1,2,3]
    }
  }
}
# Turn off the source 
GET books/_search
{
  "_source": false, 
  "query": {
    "ids": {
      "values": [1,2,3]
    }
  }
}
# Retrieving all documents in one go from the books index
GET books/_search

# Searching for books by an author
GET books/_search
{
  "query": {
    "match": {
      "author": "Joshua"
    }
  }
}

# Search using different cased letters
GET books/_search
{
  "query": {
    "match": {
      "author": "JoShUa"
    }
  }
}

# Search using surname
GET books/_search
{
  "query": {
    "match": {
      "author": "Bloch"
    }
  }
}

# Searching like regex won't return retun results
GET books/_search
{
  "query": {
    "match": {
      "author": "Josh"
    }
  }
}

# Searching like regex with prefix query - make sure the criteria is lowercased 
GET books/_search
{
  "query": {
    "prefix": {
      "author": "josh"
    }
  }
}

#Searching for different keywords will still bring the results 
GET books/_search
{
  "query": {
    "match": {
      "author": {
        "query": "Joshua Sarikonda"
      }
    }
  }
}
GET books/_search
{
  "query": {
   "match": {
     "author": "Joshua Schildt"
   }
  }
}

#Searching for different keywords with an operator 
GET books/_search
{
  "query": {
    "match": {
      "author": {
        "query": "Joshua Herbert"
      }
    }
  }
}

GET books/_search
{
  "query": {
    "match": {
      "author": {
        "query": "Joshua Herbert",
        "operator": "AND"
      }
    }
  }
}

# Indexing lots of documents using bulk API
# Copy the contents of books-kibana-dataset.txt from book's repository(https://github.com/madhusudhankonda/elasticsearch-in-action/blob/main/datasets/books-kibana-dataset.txt)

# Searching across multiple fields using multi_match query
GET books/_search
{
  "query": {
    "multi_match": {
      "query": "Java",
      "fields": ["title","synopsis"]
    }
  }
}
# Boosting scores
GET books/_search
{
  "query": {
    "multi_match": { 
      "query": "Java",
      "fields": ["title^3","synopsis"]
    }
  }
}
# Phrase search
GET books/_search
{
  "query": {
    "match_phrase": {#A The match_phrase query expects a sequence of words
      "synopsis": "must-have book for every Java programmer"#B Our phrase
    }
  }
}

# Match Phrase query
GET books/_search
{
  "query": {
    "match_phrase": {
      "synopsis": "must-have book for every Java programmer"
    }
  }
}

# Match Phrase query with highlights
GET books/_search
{
  "query": {
    "match_phrase": {
      "synopsis": "must-have book for every Java programmer"
    }
  },
  "highlight": {
    "fields": {
      "synopsis": {}
    }
  }
}

# Match Phrase query with a word missing - doesn't get results
GET books/_search
{
  "query": {
    "match_phrase": {
      "synopsis": "must-have book every Java programmer"
    }
  }
}

# Match Phrase query with slop 1
GET books/_search
{
  "query": {
    "match_phrase": {
      "synopsis": {
      "query": "must-have book every Java programmer",
      "slop": 1
      }
    }
  }
}

#Fuzzy query (forgiving spelling mistakes)
GET books/_search
{
  "query": {
    "fuzzy": {
      "title": {
        "value": "kava",
        "fuzziness": 1 
      }
    }
  }
}

#Add few adhoc documents to the books index to run match_phrase_prefix query
PUT books/_doc/99
{
  "title":"Java Collections Deep Dive"
}
PUT books/_doc/100
{
  "title":"Java Computing World"
}

GET books/_search
{
  "query": {
    "match_phrase_prefix": {
      "title": "Java co"
    }
  }
}

## TERM queries
# Get the index mapping
GET books/_mapping

# Getting third edition books using term query
GET books/_search
{
 
  "query": {
    "term": {
      "edition": {
        "value": 3
      }
    }
  }
}

# Range query
GET books/_search
{
  "query": {
    "range": {
      "amazon_rating": {
        "gte": 4.5,
        "lte": 5
      }
    }
  }
}

## Bool queries
# Must  clause with match query
GET books/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "author": "Joshua Bloch"
          }
        }
      ]
    }
  }
}

# Must  clause with two leaf queries - match and match_phrase
GET books/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "author": "Joshua Bloch"
          }
        },
        {
          "match_phrase": {
            "synopsis": "best Java programming books"
          }
        }
      ]
    }
  }
}

# Must and must_not clauses
GET books/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "author": "Joshua"
          }
        }
      ],
      "must_not": [
        {
          "range": {
            "amazon_rating": {
              "lt": 4.7
            }
          }
        }
      ]
    }
  }
}

# Must, must_not and should clauses
GET books/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "author": "Joshua"
          }
        }
      ],
      "must_not": [
        {
          "range": {
            "amazon_rating": {
              "lt": 4.7
            }
          }
        }
      ],
      "should": [
        {
          "match": {
            "tags": "Software"
          }
        }
      ]
    }
  }
}

# Should clause without a match - the query will not fail
GET books/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "author": "Joshua"
          }
        }
      ],
      "must_not": [
        {
          "range": {
            "amazon_rating": {
              "lt": 4.7
            }
          }
        }
      ],
      "should": [
        {
          "match": {
            "tags": "movies"
          }
        }
      ]
    }
  }
}

# Adding a filter clause - drops books older than 2015
GET books/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "author": "Joshua"
          }
        }
      ],
      "must_not": [
        {
          "range": {
            "amazon_rating": {
              "lt": 4.7
            }
          }
        }
      ],
      "should": [
        {
          "match": {
            "tags": "Software"
          }
        }
      ],
      "filter": [
        {
          "range": {
            "release_date": {
              "gte": "2015-01-01"
            }
          }
        }
      ]
    }
  }
}

# Adding a filter clause - drops books older than 2015
GET books/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "author": "Joshua"
          }
        }
      ],
      "must_not": [
        {
          "range": {
            "amazon_rating": {
              "lt": 4.7
            }
          }
        }
      ],
      "should": [
        {
          "match": {
            "tags": "Software"
          }
        }
      ],
      "filter": [
        {
          "range": {
            "release_date": {
              "gte": "2015-01-01"
            }
          }
        },
        {
          "term": {
            "edition": 3
          }
        }
      ]
    }
  }
}

# Adding a second filter (term query to check the edition )
GET books/_search
{
  "query": {
    "bool": {
      "must": [{"match": {"author": "Joshua"}}],
      "must_not":[{"range":{"amazon_rating":{"lt":4.7}}}],
      "should": [{"match": {"tags": "Software"}}],
      "filter":[
        {"range":{"release_date":{"gte": "2015-01-01"}}},
        {"term": {"edition": 3}}
      ]}
   }
}
#Analytics
## Average rating of books - Query DSL sample
GET books/_search
{
  "aggs": {
    "avg_rating": {
      "avg": {
        "field": "amazon_rating"
      }
    }
  }
}

## Copy the contents of covid-26march2021.txt from datasets (https://github.com/madhusudhankonda/elasticsearch-in-action/blob/main/datasets/covid-26march2021.txt) to Kibana's DevTools. Once copied, execute them using the _bulk API

# Sum metric
GET covid/_search
{
  "size": 0, 
  "aggs": {
    "critical_patients": {
      "sum": {
        "field": "critical"
      }
    }
  }
}

# Max metric
GET covid/_search
{
  "size": 0, 
  "aggs": {
    "total_deaths": {
      "max": {
        "field": "deaths"
      }
    }
  }
}

#Stats metric
GET covid/_search
{
  "size": 0, 
  "aggs": {
    "all_stats": {
      "stats": {
        "field": "deaths"
      }
    }
  }
}

#Extended stats
GET covid/_search
{
  "aggs": {
    "all_extended_stats": {
      "extended_stats": {
        "field": "deaths"
      }
    }
  }
}

#Bucketing aggreations

## Histogram

GET covid/_search
{
  "size": 0,
  "aggs": {
    "critical_patients_as_histogram": {
      "histogram": {
        "field": "critical",
        "interval": 2500
      }
    }
  }
}

#Range
GET covid/_search
{
  "size": 0, 
  "aggs": {
    "range_countries": {
      "range": {
        "field": "deaths",
        "ranges": [
          {"to": 60000},
          {"from": 60000,"to": 70000},
          {"from": 70000,"to": 80000},
          {"from": 80000,"to": 120000}
        ]
      }
    }
  }
}


================================================
FILE: kibana_scripts/ch04_mapping.txt
================================================
## 
## A handy scripts file for hands-on exercises on Kibana
## Copy the whole contents of this file to Kibana's DevTools

## If you wish to follow the running commentary for these scripts, 
## follow the Ch4 Mapping wiki page here: https://github.com/madhusudhankonda/elasticsearch-in-action/wiki/Ch-4.-Mapping
##
## Please let me know if you find any issues with this script
##
## Indexing a document for first time


PUT movies/_doc/1
{
  "title":"Godfather",
  "rating":4.9,
  "release_year":"1972/08/01"
}

## Fixing the incorrect values
### Adding age field with text values to the student document

PUT students_temp/_doc/1 
{
  "name":"John",
  "age":"12"
}
PUT students_temp/_doc/2 
{
  "name":"William",
  "age":"14" 
}

# The sort query will result in error:
GET students_temp/_search
{
  "sort": [ 
    {
      "age": {
        "order": "asc"
      }
    }
  ]
}

# The response indicates the operation is not allowed as the `age` has been defined as a text field.
# To fix this, sort on `age.keyword` as the following query demonstrates:

GET students_temp/_search
{
  "sort": [ 
    {
      "age.keyword": { 
        "order": "asc" 
      }
    }
  ]
}

## Update existing schema

PUT employees/_mapping
{
  "properties":{
    "joining_date":{ 
      "type":"date",
      "format":"dd-MM-yyyy"
    },
    "phone_number":{
      "type":"keyword"
    }
  }
}

# Create an empty index first
PUT departments

## Updating an empty index
PUT departments/_mapping 
{
  "properties":{
    "name":{
      "type":"text"
    }
  }
}
## Reindexing
POST _reindex
{
  "source": {"index": "orders"},
  "dest": {"index": "orders_new"}
}
## Type coercion
PUT cars/_doc/1
{
  "make":"BMW",
  "model":"X3",
  "age":"23"
}
### Using standard (default) analyser 
POST _analyze
{
  "text": "The movie was sick!!! Hilarious :) :) and WITTY ;) a KiLLer 👍"
}
# The response is:`The movie was sick Hilarious and WITTY a KiLLer 👍`
### Using English analyser 
#We can change the analyser to any of the out-of-box analysers by setting a anlyzer field. We demonstrate this below for testing a text with an English analyzer:
POST _analyze
{
  "text": "The movie was sick!!! Hilarious :) :) and WITTY ;) a KiLLer 👍",
  "analyzer": "english"
}

#The response from the English analyser is: `movi,sick,hilari, witti, killer, 👍`
#The stemmed words like `movi`, `hilari`, `witti` are not real words, but the incorrect spellings don’t matter as long as all the derived forms can match the stemmed words.
## The token_count type
PUT tech_books
{
  "mappings": {
    "properties": {
      "title": { 
        "type": "token_count", 
        "analyzer": "standard"
      }
    }
  }
}

#Insert some adhoc docs:

PUT tech_books/_doc/1
{
  "title":"Elasticsearch in Action"
}

PUT tech_books/_doc/2
{
  "title":"Elasticsearch for Java Developers"
}

PUT tech_books/_doc/3
{
  "title":"Elastic Stack in Action"
}

#Finally, let's put the token_count to use:

GET tech_books/_search
{
  "query": {
   "range": {
     "title": {
       "gt": 3,
       "lte": 5
     }
   }
  }
}

## Combining types
## We can combine the title field as a text type as well as a token_type:

PUT tech_books
{
  "mappings": {
    "properties": {
      "title": {
        "type": "text",
        "fields": { 
          "word_count": { 
            "type": "token_count", 
            "analyzer": "standard"
          }
        }
      }
    }
  }
}

# Now we can issue a query to fetch titles with word count more than 4:

GET tech_books/_search
{
  "query": {
    "term": {
     "title.word_count": {
        "value": 4
      }
    }
  }
}

### The `keyword` type
# Create an index with `email` as a keyword type:

PUT faculty
{
  "mappings": {
    "properties": {
      "email": { 
        "type": "keyword" 
      }
    }
  }
}

### The `constant_keyword` data type
# Census index with country declared as `constant_keyword` and UK as value

PUT census 
{
  "mappings": {
    "properties": {
      "country":{
        "type": "constant_keyword",
        "value":"United Kingdom"
      }
    }
  }
}

#Index a document for John Doe, with just his name (no `country` field):

PUT census/_doc/1
{
  "name":"John Doe"
}

# When we search for all residents of the UK (though the document hasn’t got that field during indexing), we receive the positive result - returning John’s document:

GET census/_search
{
  "query": {
    "term": {
      "country": {
        "value": "United Kingdom"
      }
    }
  }
}

#The `constant_keyword` field will have exactly the same value for every document in that index.

### Wildcard type
#The `wildcard` query to fetch documents matching to a value set as wildcard:

GET errors/_search
{
  "query": {
    "wildcard": {
      "description": {
        "value": "*obj*" 
      }
    }
  }
}

## Date type
#Creating an index with a date type

PUT flights
{
  "mappings": {
    "properties": {
      "departure_date_time":{
        "type": "date"
      }
    }
  }
}

#We can customize the departure date in multiple formats too:

#"departure_date_time":{ 
#  "type": "date",
#  "format": "dd-MM-yyyy||dd-MM-yy" 
#}

#Issue a range query fetching documents between two date/time slots:

#"range": {
#  "departure_date_time": {
#    "gte": "2021-08-06T05:00:00",
#    "lte": "2021-08-06T05:30:00"
#    }
#}

## Boolean type

PUT blockbusters
{
  "mappings": {
    "properties": {
       "blockbuster":{
        "type": "boolean"
      }
    }
  }
}

#Index couple of movies: Avatar as a blockbuster and Mulan(2020) as a flop, shown in the code snippet below:

PUT blockbusters/_doc/2
{
  "title":"Avatar",
  "blockbuster":true
}

PUT blockbusters/_doc/2
{
  "title":"Mulan",
  "blockbuster":"false"
}

#The following query will fetch the Avatar as the blockbuster:

GET blockbusters/_search
{
  "query": {
    "term": {
      "blockbuster": {
        "value": "true"
      }
    }
  }
}

#Note: you can also provide an empty string for a false value: "blockbuster":""
## The Range data types


### The `date_range` type
#Index a `trainings` index with `date_range` type field:

PUT trainings
{
  "mappings": {
    "properties": {
      "name":{ 
        "type": "text"
      },
      "training_dates":{ 
        "type": "date_range"
      }
    }
  }
}

#Let’s go ahead and index a few documents with Venkat’s training courses and dates. 

PUT trainings/_doc/1 
{
  "name":"Functional Programming in Java",
  "training_dates":{
    "gte":"2021-08-07",
    "lte":"2021-08-10"
  }
}
PUT trainings/_doc/2
{
  "name":"Programming Kotlin",
  "training_dates":{
    "gte":"2021-08-09",
    "lte":"2021-08-12"
  }
}

PUT trainings/_doc/3
{
  "name":"Reactive Programming",
  "training_dates":{
    "gte":"2021-08-17",
    "lte":"2021-08-20"
  }
}

#The `data_range` type field expects two values: an upper bound and a lower bound. These are usually represented by abbreviations like gte (greater than or equal to), lt (less than), and so on. 

#Issue a search request to find out Venkat’s courses between two dates:

GET trainings/_search
{
  "query": {
    "range": { 
      "training_dates": {
        "gt": "2021-08-10",
        "lt": "2021-08-12"
      }
    }
  }
}

#As a response to the query, we see Venkat is delivering _Programming Kotlin_ between these two dates (the second document matches for these dates). The data_range made it easy to search among a range of data.
## IP Address data type
# Develop an index with a field of `ip` data type:

PUT networks
{
  "mappings": {
    "properties": {
      "router_ip":{ "type": "ip" } 
    }
  }
}

#Indexing the document is then straight forward:

PUT networks/_doc/1
{
  "router_ip":"35.177.57.111" 
}

#Issue the following query searches to data in the `networks` index to get the matching IP address:

GET networks/_search
{
  "query":{
    "term": {
      "router_ip": { "value": "35.177.0.0/16" }
    }
  }
}

# Advanced data types
## Geo data type
#Mapping schema for restaurants with address declared as `geo_point` type:

PUT restaurants
{
  "mappings": {
    "properties": {
      "name":{
        "type": "text"
      },
      "address":{
        "type": "geo_point"
      }
    }
  }
}

#Indexing a restaurant with an address represented by longitude and latitude

PUT restaurants/_doc/1
{
  "name":"Sticky Fingers",
  "address":{
    "lon":"0.1278",
    "lat":"51.5074"
  }
}

#To search for a restaurant in a bounded area, we write the `geo_bounding_box` filter providing the address in the form of a rectangle with `top_let` and `bottom_right` coordinates given as latitude and longitude:

GET restaurants/_search
{
  "query": {
    "geo_bounding_box":{
      "address":{
        "top_left":{
          "lon":"0",
          "lat":"52"
        },
        "bottom_right":{
          "lon":"1",
          "lat":"50"
        }
      }
    }
  }
}

## Object data type
#Define the schema definitions for `emails` model with object data types:


PUT emails
{
  "mappings": {
    "properties": {
      "to":{
        "type": "text"
      },
      "subject":{
        "type": "text"
      },
      "attachments":{
        "properties": {
          "filename":{
            "type":"text"
          },
          "filetype":{
            "type":"text"
          }
        }
      }
    }
  }
}

#Indexing an email document with all the relevant fields

PUT emails/_doc/1
{
  "to:":"johndoe@johndoe.com",
  "subject":"Testing Object Type",
  "attachments":{
    "filename":"file1.txt",
    "filetype":"confidential"
  }
}

#Searching for emails with a said attachment file:

GET emails/_search
{
  "query": {
    "match": {
      "attachments.filename": "file1.txt"
    }
  }
}

### Limitations of an `object` type
#Index a document with multiple attachments:

PUT emails/_doc/2
{
  "to:":"mrs.doe@johndoe.com",
  "subject":"Multi attachments test",
  "attachments":[{
    "filename":"file2.txt",
    "filetype":"confidential"
  },{
    "filename":"file3.txt",
    "filetype":"private"
  }]
}

#Advanced bool query with term queries for a match with a filename and filetype

GET myemails/_search 
{
  "query": {
    "bool": {
      "must": [ 
        {"term": { "attachments.filename.keyword": "file2.txt"}},
        {"term": { "attachments.filetype.keyword": "private" }}
      ]
    }
  }
}

## Nested data type
#Mapping schema definition for nested type:

PUT emails_nested
{
  "mappings": {
    "properties": {
      "attachments": {
        "type": "nested",
        "properties": {
          "filename": {
            "type": "keyword"
          },
          "filetype": {
            "type": "text" 
          }
        }
      }
    }
  }
}

#Indexing a sample document into an `emails_nested` with nested property:

PUT emails_nested/_doc/1
{
  "attachments" : [
    {
      "filename" : "file1.txt",
      "filetype" :  "confidential"
    },
    {
      "filename" : "file2.txt",
      "filetype" :  "private"
    }
  ]
}

# Fetching the documents that match `file1.txt` with `private` as the classification:
GET emails_nested/_search
{
  "query": {
    "nested": { 
      "path": "attachments",
      "query": {
        "bool": {
          "must": [
            { "match": { "attachments.filename": "file1.txt" }},
            { "match": { "attachments.filetype":  "private" }} 
          ]
        }
      }
    }
  }
}

## Flattened data type
# Create a mapping with flattened data type:

PUT consultations
{
  "mappings": {
    "properties": {
      "patient_name":{
        "type": "text"
      },
      "doctor_notes":{
        "type": "flattened"
      }
    }
  }
}

# Indexing the consultation document with doctor’s notes:

PUT consultations/_doc/1
{
  "patient_name":"John Doe",
  "doctor_notes":{
    "temperature":103,
    "symptoms":["chills","fever","headache"],
    "history":"none",
    "medication":["Antibiotics","Paracetamol"]
  }
}

# Searching through the flattened data type field

GET consultations/_search
{
  "query": {
    "match": {
      "doctor_notes": "Paracetamol"
    }
  }
}

# An advanced query on a flattened data type:

GET consultations/_search
{
  "query": {
    "bool": {
      "must": [{"match": {"doctor_notes": "headache"}},
       {"match": {"doctor_notes": "Antibiotics"}}],
      "must_not": [{"term": {"doctor_notes": {"value": "diabetics"}}}]
    }
  }
}

## Join data type
# Mapping of the doctors schema definition

PUT doctors
{
  "mappings": {
    "properties": {
      "relationship":{
        "type": "join",
        "relations":{
          "doctor":"patient" 
        }
      }
    }
  }
}

# Indexing a doctor document - note the relationship attribute:

PUT doctors/_doc/1
{
  "name":"Dr Mary Montgomery",
  "relationship":{
    "name":"doctor" 
  }
}

# Creating two patients for our doctor:

PUT doctors/_doc/2?routing=mary
{
  "name":"John Doe",
  "relationship":{
    "name":"patient",
    "parent":1
  }
}

PUT doctors/_doc/3?routing=mary
{
  "name":"Mrs Doe",
  "relationship":{
    "name":"patient",
    "parent":1
  }
}

#Fetching the patients of Dr Montgomery

GET doctors/_search
{
  "query": {
    "parent_id":{
      "type":"patient",
      "id":1
    }
  }
}

#Mapping schema for technical books with the title as search_as_you_type type

PUT tech_books
{
  "mappings": {
    "properties": {
      "title": {
        "type": "search_as_you_type"
      }
    }
  }
}

#Indexing a few books:

PUT tech_books4/_doc/1
{
  "title":"Elasticsearch in Action"
}

PUT tech_books4/_doc/2
{
  "title":"Elasticsearch for Java Developers"
}

PUT tech_books4/_doc/3
{
  "title":"Elastic Stack in Action"
}

# Searching in a search_as_you_type field and its subfields

GET tech_books4/_search
{
  "query": {
    "multi_match": {
      "query": "in",
      "type": "bool_prefix", 
      "fields": ["title","title._2gram","title._3gram"]
    }
  }
}


# _index_prefix produces edge n-grams - [e, el, ela, elas, elast, elasti, elastic]
GET tech_books4/_analyze
{
  "field": "title._index_prefix",
  "text": ["Elastic"]
}

# 2gram produces two tokens - [elaticsearch, in],[in, action]
GET tech_books4/_analyze
{
  "field": "title._2gram",
  "text": ["Elasticsearch in Action"]
}

# 3gram produces three tokens - [elaticsearch, for, java],[for, java, developers]
GET tech_books4/_analyze
{
  "field": "title._3gram",
  "text": ["Elasticsearch for Java Developers"]
}


# This query should return the Elasticsearch in Action and Elastic Stack in Action books.
## Multi types
#Schema definition with multi-typed field:

PUT emails
{
  "mappings": {
    "properties": {
      "subject":{
        "type": "text",
        "fields": {
          "kw":{ "type":"keyword" },
          "comp":{ "type":"completion" }
        }
      }
    }
  }
}


================================================
FILE: kibana_scripts/ch05_working_with_documents.txt
================================================
## 
## A handy scripts file for hands-on exercises on Kibana
## Copy the whole contents of this file to Kibana's DevTools
### Indexing a movie document with an identifier:

PUT movies/_doc/1
{
  "title":"The Godfather",
  "synopsis":"The aging patriarch of an organized crime dynasty transfers control of his clandestine empire to his reluctant son"
}

## Posting a movie review without an ID
POST movies_reviews/_doc
{
  "movie":"The Godfather",
  "user":"Peter Piper",
  "rating":4.5,
  "remarks":"The movie started with a ..."
}

# Movie with an ID
POST movies/_doc/1
{
  "movie":"The Godfather",
}

#A Not a movie but a tweet - overriding existing movie
PUT movies/_doc/1 
{
  "tweet":"Elasticsearch in Action 2e is here!"
}

# Using _create endpoint to avoid overriding. 
# First create a movie with ID 100
PUT movies/_create/100
{
  "title":"Mission: Impossible",
  "director":"Brian De Palma"
}

# Now, index a tweet in place of an existing movie - this op should fail
PUT movies/_create/100 
{
  "tweet":"A movie with popcorn is so cool!"
}

# Stop auto creation of indices
PUT _cluster/settings
{
  "persistent": {
    "action.auto_create_index": "false" 
  }
}

# Using multi-get (_mget) API to get multiple docs
GET movies/_mget
{
  "ids" : ["1", "12", "19", "34"]
}

# Check if doc exists
HEAD movies/_doc/1

# Fetching docs from multiple indices using _mget endpoint
GET _mget 
{
  "docs":[
   {
     "_index":"classic_movies", 
     "_id":11
   },
   {
     "_index":"international_movies", 
     "_id":22
   },
   {
     "_index":"top100_movies",  
     "_id":33
   }
  ]
}

# Use ids query to fetch multiple documents 
GET classic_movies/_search
{
  "query": {
    "ids": {
      "values": [1,2,3,4]
    }
  }
}

# Fetching multiple docs from multiple indices
GET classic_movies,international_movies/_search 
{ 
  # body
} 

# Updating documents

### Adding new fields
POST movies/_update/1
{
  "doc": {
    "actors":["Marlon Brando","Al Pacino","James Caan"],
    "director":"Francis Ford Coppola"  
  }
}

### Modify an existing document
POST movies/_update/1
{
  "doc": {
    "title":"The Godfather (Original)"
  }
}

GET movies/_doc/1

### Adding a new value to the actors array
POST movies/_update/1
{
  "doc": {
    "actors":["Marlon Brando","Al Pacino","James Caan", "Robert Duvall"]
  }
}

## Scripted updates
### Adding additional actor via the script
POST movies/_update/1
{
  "script": {
    "source": "ctx._source.actors.add('Diane Keaton')"
  }
}

GET movies/_doc/1

## Removing an actor using the script
POST movies/_update/1
{
  "script": {
    "source": "ctx._source.actors.remove(ctx._source.actors.indexOf('Diane Keaton'))"
  }
}

### Adding a new field
POST movies/_update/1
{
  "script": {
    "source": "ctx._source.imdb_user_rating = 9.2"
  }
}

### Removing a field
POST movies/_update/1
{
  "script": {
    "source": "ctx._source.remove('metacritic_rating')"
  }
}

### Adding multiple fields
POST movies/_update/1
{
  "script": {
    "source": """
    ctx._source.runtime_in_minutes = 175;
    ctx._source.metacritic_rating= 100;
    ctx._source.tomatometer = 97;
    ctx._source.boxoffice_gross_in_millions = 134.8;
    """
  }
}

### Conditional updates
POST movies/_update/1
{
  "script": {
    "source": """
    if(ctx._source.boxoffice_gross_in_millions > 125) 
      {ctx._source.blockbuster = true} 
     else 
      {ctx._source.blockbuster = false}
    """
  }
}

### Retrieve the document
GET movies/_doc/1

### Dynamically passing a parameter to the script
POST movies/_update/1
{
  "script": {
    "source": """
 if(ctx._source.boxoffice_gross_in_millions > params.gross_earnings_threshold) 
   {ctx._source.blockbuster = true} 
 else 
   {ctx._source.blockbuster = false}
 """,
    "params": {
      "gross_earnings_threshold":150
    }
  }
}

### Upsert
POST movies/_update/5
{
  "script": {
    "source": "ctx._source.gross_earnings = '357.1m'"
  },
  "upsert": {
    "title":"Top Gun",
    "gross_earnings":"357.5m"
  }
}

## Updating a non-existing field will throw an error
POST movies/_update/11
{
  "doc": {
    "runtime_in_minutes":110  
  }
}

## Updating a non-existing field that throws an error fixed with doc_as_upsert flag
POST movies/_update/11
{
  "doc": {
    "runtime_in_minutes":110  
  },
  "doc_as_upsert":true
}

### Updating the document using a query method
POST movies/_update_by_query
{
  "query": {
    "match": {
      "actors": "Al Pacino"
    }
  },
  
  "script": {
    "source": """
    ctx._source.actors.add('Oscar Winner Al Pacino');
    ctx._source.actors.remove(ctx._source.actors.indexOf('Al Pacino'))
    """,
    "lang": "painless"
  }
}

## Deleting documents

### Deleting a document given an ID
DELETE movies/_doc/1

## Delete by query
### Add three sample documents
PUT movies/_doc/101
{
  "title":"Jaws",
  "director":"Steven Spielberg",
  "gross_earnings_in_millions":355
}

PUT movies/_doc/102
{
  "title":"Jaws II",
  "director":"Steven Spielberg",
  "gross_earnings_in_millions":375
}

PUT movies/_doc/103
{
  "title":"Jaws III",
  "director":"Steven Spielberg",
  "gross_earnings_in_millions":300
}

# Delete the movies by a range query
POST movies/_delete_by_query
{
  "query": {
    "range": {
      "gross_earnings_in_millions": {
        "gt": 350,
        "lt": 400
      }
    }
  }
}

#Not found
GET movies/_doc/101

#Not found
GET movies/_doc/102

#Found the movie
GET movies/_doc/103


## Complex delete query
POST movies/_delete_by_query
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "director": "Steven Spielberg"
          }
        }
      ],
      "must_not": [
        {
          "range": {
            "imdb_rating": {
              "gte": 9,
              "lte": 9.5
            }
          }
        }
      ],
      "filter": [
        {
          "range": {
            "gross_earnings_in_millions": {
              "lt": 100
            }
          }
        }
      ]
    }
  }
}

## Bulk indexing

POST _bulk
{"index":{"_index":"movies","_id":"100"}} 
{"title": "Mission Impossible","release_date": "1996-07-05"}


POST movies/_bulk
{"index":{"_id":"100"}} 
{"title": "Mission Impossible","release_date": "1996-07-05"}

## Tom Cruise's movies
POST movies/_bulk
{"index":{}} 
{"title": "Mission Impossible","release_date": "1996-07-05"}
{"index":{}} 
{"title": "Mission Impossible II","release_date": "2000-05-24"}
{"index":{}} 
{"title": "Mission Impossible III","release_date": "2006-05-03"}
{"index":{}} 
{"title": "Mission Impossible - Ghost Protocol","release_date": "2011-12-26"}

# Create Rush Hour Movie
POST _bulk
{"index":{"_index":"movies","_id":"200"}}
{"doc": {"director":"Brett Ratner"}}

# Update the Rush Hour movie
POST _bulk
{"update":{"_index":"movies","_id":"200"}}
{"doc": {"director":"Brett Ratner", "actors":["Jackie Chan","Chris Tucker"]}}



## Multiple entities

POST _bulk
{"index":{"_index":"books"}} 
{"title": "Elasticsearch in Action"}
{"create":{"_index":"flights", "_id":"101"}} 
{"title": "London to Bucharest"}
{"index":{"_index":"pets"}} 
{"name": "Milly","age_months": 18}
{"delete":{"_index":"movies", "_id":"101"}} 
{ "update" : {"_index":"movies", "_id":"1"} }
{ "doc" : {"title" : "The Godfather (Original)"} }
































================================================
FILE: kibana_scripts/ch06_indexing_operations.txt
================================================
## 
## A handy scripts file for hands-on exercises on Kibana
## Copy the whole contents of this file to Kibana's DevTools

## If you wish to follow the running commentary for these scripts, 
## follow the Ch6 Text Analysis wiki page here: https://github.com/madhusudhankonda/elasticsearch-in-action/wiki/Ch-6.-Indexing Operations
##
## Please let me know if you find any issues with this script
##

## Indexing Documents

### Indexing a movie document with an identifier:
# First document containing car data
PUT cars/_doc/1 
{
  "make":"Maserati",
  "model":"GranTurismo Sport",
  "speed_mph":186
}

# Disabling automatic creation of indices
# Don't execute it for now as it will hamper your progress
# executing the rest of the script 
# PUT _cluster/settings  
# {
#  "persistent": {   
#    "action.auto_create_index":false 
#  }
# }

# Index with sample mapping
PUT cars_index_with_sample_mapping
{
  "mappings": {
    "properties": {
      "make":{
        "type": "text"
      }
    }
  }
}

#Index with custom settings      
PUT cars_index_with_sample_settings 
{
  "settings": {     
    "number_of_replicas": 3,
    "codec": "best_compression"
  }
}

# Creating an index with an alias   
PUT cars_index_with_sample_alias 
{
  "aliases": {  
    "alias_for_cars_index_with_sample_alias": {} 
  }
}
 
# Creating an index with custom settings
PUT cars_with_custom_settings 
{
  "settings":{ 
    "number_of_shards":3, 
    "number_of_replicas":5,  
    "codec": "best_compression",
    "max_script_fields":128,
    "refresh_interval": "60s"
  }
}

# Updating dynamic property on an index 
PUT cars_with_custom_settings/_settings
{
  "settings": {
    "number_of_replicas": 2
  }
}


# Fetching the settings of an index
GET cars_with_custom_settings/_settings

# Pre-requisite to create three car indices for the next query to pass
PUT cars1
PUT cars2
PUT cars3

# Fetching the settings of multiple indices in one go
GET cars1,cars2,cars3/_settings 

# Fetches the settings for the index identified with a wildcard (*)
GET cars*/_settings  

# Fetching a single attribute
GET cars_with_custom_settings/_settings/index.number_of_shards

#Creating an index with field mappings for a car document
PUT cars_with_mappings
{
  "mappings": {  
    "properties": {  
      "make":{
        "type": "text" 
      },
      "model":{
        "type": "text"
      },
      "registration_year":{ 
        "type": "date",
        "format": "dd-MM-yyyy"  
      }
    }
  }
}

#Creating an index with both settings and mappings
PUT cars_with_settings_and_mappings 
{
  "settings": { 
    "number_of_replicas": 3
  }, 
  "mappings": {
    "properties": { 
      "make":{
        "type": "text" 
      }
    }
  }
}

# Creating an alias using an aliases object 
PUT cars_for_aliases 
{
  "aliases": {
    "my_new_cars_alias": {}
  }
}

# Creating an alias using an _alias endpoint
PUT cars_for_aliases/_alias/my_cars_alias

# Creating an alias using an _alias endpoint
PUT cars_for_aliases/_alias/all_cars_alias

# Creating a single alias pointing to multiple indices
PUT cars1,cars2,cars3/_alias/multi_cars_alias             


# Creating an alias with a wildcard
PUT cars*/_alias/wildcard_cars_alias 

#Fetching aliases, settings, and mappings for an index
GET cars

# Getting an alias on a single index
GET my_cars_alias/_alias


# Fetching aliases associated with multiple indices
GET all_cars_alias,my_cars_alias/_alias

#Prerequisite in getting the next query executed successfully
PUT vintage_cars
PUT vintage_cars_new

# Performing multiple aliasing operations   
POST _aliases 
{
  "actions": [
    {
      "remove": {
        "index": "vintage_cars",
        "alias": "vintage_cars_alias"
      }
    },
    {
      "add": { 
        "index": "vintage_cars_new",
        "alias": "vintage_cars_alias"
      }
    }
  ]  
}

# Prerequiste for the next query
PUT power_cars
PUT rare_cars
PUT luxury_cars

# Creating an alias pointing to multiple indice
POST _aliases
{
  "actions": [
    {
      "add": {
        "indices": ["vintage_cars","power_cars","rare_cars","luxury_cars"],
        "alias": "high_end_cars_alais"
      }
    }
  ]
}


# Getting index configurations for multiple indices
GET cars1,cars2,cars3  

# Getting multiple index configurations with a wildcard
GET ca*  

# Fetching configurations for specific indices
GET mov*,stu*



# Getting individual configurations for an index
GET cars/_settings  
GET cars/_mapping  
GET cars/_alias    

#Prerequisite for the next query
PUT cars/_alias/cars_alias

#Deleting an alias explicitly
DELETE cars/_alias/cars_alias  

# Closing the cars index indefinitely   
POST cars/_close?wait_for_active_shards=index-setting

# Closing multiple indices
POST cars1,*mov*,students*/_close?wait_for_active_shards=index-setting

#Halt all the live operations using _all or *:
# I am commenting this out - uncomment only when you know what you are doing. 
# Refer to Book for more informtion

# POST */_close?wait_for_active_shards=index-setting

# Disabling the action to close all indices
# Caution: Make sure you understand the implication of this command. Refer to book notes
PUT _cluster/settings
{
  "persistent": {
    "action.destructive_requires_name":true
  }
}

# Disabling the closing indices feature
# Caution: Make sure you understand the implication of this command. Refer to book notes
PUT _cluster/settings
{
  "persistent": {
    "cluster.indices.close.enable":false
  }
}



# Putting the index back into operation
POST cars/_open


# Creating an index template
POST _index_template/cars_template
{
  "index_patterns": ["*cars*"],
  "priority": 1, 
  "template": {
    "mappings": {
      "properties":{
        "created_at":{
          "type":"date"
        },
        "created_by":{
          "type":"text"
        }
      }
    }
  }
}



# the cars_template_mar21 overrides the cars_template_feb21 in the following code snippet (though the names suggest the other way!):
#POST _index_template/cars_template_mar21
#{
#  "index_patterns": ["*cars*"],
#  "priority": 20, 
#  "template": { ... }
#}

#POST _index_template/cars_template_feb21
#{
#  "index_patterns": ["*cars*"],
#  "priority": 30, 
#   "template": { ... }
#}
#A The lower priority index template
#B Same matching template but with a higher priority


# Developing a component template 
POST _component_template/dev_settings_component_template
{
  "template":{
    "settings":{
      "number_of_shards":3,
      "number_of_replicas":3
    }
  }
}


# A component template with a mapping schema
POST _component_template/dev_mapping_component_template
{
  "template": {
    "mappings": {
      "properties": {
        "created_by": {
          "type": "text"
        },
        "version": {
          "type": "float"
        }
      }
    }
  }
}



# Creating an index template composed of a component template
POST _index_template/composed_cars_template
{
  "index_patterns": ["*cars*"], 
  "priority": 200, 
  "composed_of": ["dev_settings_component_template",
  "dev_mapping_component_template"]
}


# Fetching the statistics of an index
GET cars/_stats

# Fetching the statistics for multiple indices
GET cars*/_stats

# Fetching the statistics for all indices in the cluster
GET */_stats

#The following snippet shows how to return the statistics in segments:
GET cars/_stats/segments


# Prerequisite for the next query
PUT all_cars

# Making sure the index is read-only
PUT all_cars/_settings 
{
  "settings":{
    "index.blocks.write":"true" 
  }
}

#Splitting the all_cars index
# Note the target index’s primary shard number must be a multiple of the number of primary shards of the source index. Refer to book for more details.

POST all_cars/_split/all_cars_new  
{
  "settings": {
    "index.number_of_shards": 12 
  }
}

# This query will throw an exception. That’s because we violated the second rule (see book notes):
# "reason" : "the number of source shards [3] must be a factor of [14]"

POST all_cars/_split/all_cars_new            
{
  "settings": {
    "index.number_of_shards": 14
  }
}


#Carrying out the prerequisites before shrinking the index
PUT all_cars/_settings
{
  "settings": {
    "index.blocks.write": true,
    "index.routing.allocation.require._name": "node1"
  }
}



# Shrinking the index                   
PUT all_cars/_shrink/all_cars_new2  
{
  "settings":{
    "index.blocks.write":null,
    "index.routing.allocation.require._name":null,
    "index.number_of_shards":1,
    "index.number_of_replicas":5
  }
}

#Prerequisite for the next query
PUT cars_2021-000001

# Creating an alias for an existing index 
POST _aliases 
{
  "actions": [ 
    {
      "add": { 
        "index": "cars_2021-000001", 
        "alias": "latest_cars_a",
        "is_write_index": true 
      }
    }
  ]
}

# Rolling over the index             
POST latest_cars_a/_rollover

# The response from the above rollover call:
#{
#  "acknowledged" : true,
#  "shards_acknowledged" : true,
#  "old_index" : "latest_cars-000001", #A Old index name
#  "new_index" : "latest_cars-000002", #B New index name
#  "rolled_over" : true,
#  "dry_run" : false,
#  "conditions" : { }
#}

# Creating a policy with hot and delete policies
PUT _ilm/policy/hot_delete_policy 
{
  "policy": { 
    "phases": {
      "hot": { 
        "min_age": "1d", 
        "actions": {    
          "set_priority": {  
            "priority": 250
          }
        }
      }, 
      "delete": {  
        "actions": {
          "delete" : { }
        }
      }
    }
  }
}

# Creating an index with an index life cycle
PUT hot_delete_policy_index
{
  "settings": { 
    "index.lifecycle.name":"hot_delete_policy" 
  }
}

#Simple policy definition for hot phase
PUT _ilm/policy/hot_simple_policy
{
  "policy": {
    "phases": {
      "hot": {    
        "min_age": "0ms", 
        "actions": {
          "rollover": {   
            "max_age": "1d",
            "max_docs": 10000,
            "max_size": "10gb"
          }
        }
      }
    }
  }
}

# Attaching a life-cycle policy to a template
PUT _index_template/mysql_logs_template
{
  "index_patterns": ["mysql-*"], 
  "template":{
    "settings":{
      "index.lifecycle.name":"hot_simple_policy", 
      "index.lifecycle.rollover_alias":"mysql-logs-alias" 
    }
  }
}

# Setting the index as writable for the alias
PUT mysql-index-000001   
{
  "aliases": {
    "mysql-logs-alias": {   
      "is_write_index":true 
    }
  }
}

# Creating an advanced life-cycle policy
PUT _ilm/policy/hot_warm_delete_policy
{
  "policy": {
    "phases": {
      "hot": { 
        "min_age": "1d", 
        "actions": {
          "rollover": {  
            "max_size": "40gb",
            "max_age": "6d"
          },
          "set_priority": { 
            "priority": 50
          }
        }
      },
      "warm": { 
        "min_age": "7d", 
        "actions": {
          "shrink": {    
            "number_of_shards": 1
          }
        }
      },
      "delete": {      
        "min_age": "30d", 
        "actions": {
          "delete": {}
        }
      }
    }
  }
}













================================================
FILE: kibana_scripts/ch07_text_analysis.txt
================================================
## 
## A handy scripts file for hands-on exercises on Kibana
## Copy the whole contents of this file to Kibana's DevTools

## If you wish to follow the running commentary for these scripts, 
## follow the Ch2 Getting Started wiki page here: https://github.com/madhusudhankonda/elasticsearch-in-action/wiki/Ch-7.-Text Analysis
##
## Please let me know if you find any issues with this script

# A standard (implicit) analyzer
GET _analyze
{
  "text": "James Bond 007"
}

# A simple analyzer
GET _analyze
{
  "text": "James Bond 007",
  "analyzer": "simple"
}

# Configuring an analyzer on the fly
GET _analyze
{
  "tokenizer": "path_hierarchy",
  "filter": ["uppercase"],
  "text": "/Volumes/FILES/Dev"
}


# Default "standard" analyser
GET _analyze
{
  "text": "Hot cup of ☕ and a 🍿is a Weird Combo :(!!"
}

# Specifying the standard analyser  
GET _analyze
{
  "analyzer": "standard",
  "text": "Hot cup of ☕ and a 🍿is a Weird Combo :(!!"
}

# Specifying the standard analyser with stop fitler
GET _analyze
{
  "tokenizer": "standard",
  "text": "Hot cup of ☕ and a 🍿is a Weird Combo :(!!",
  "filter": ["lowercase"]
}

#Configuring analyzers

PUT my_index_with_stopwords
{
  "settings": {
    "analysis": {
      "analyzer": {
        "standard_with_stopwords":{
          "type":"standard",
          "stopwords":"_english_"
        }
      }
    }
  }
}

POST my_index_with_stopwords/_analyze
{
  "text": ["Hot cup of ☕ and a 🍿is a Weird Combo :(!!"],
  "analyzer": "standard_with_stopwords"
}

DELETE my_index_with_stopwords_hindi
  
PUT my_index_with_stopwords_hindi
{
  "settings": {
    "analysis": {
      "analyzer": {
        "standard_with_stopwords_hindi":{
          "type":"standard",
          "stopwords":"_hindi_"
        }
      }
    }
  }
}

POST my_index_with_stopwords_hindi/_analyze
{
  "text": ["आप कैसे हैं?"],
  "analyzer": "standard_with_stopwords_hindi"
}

POST my_index_with_stopwords_hindi/_analyze
{
  "text": ["आप क्या कर रहे हो?"],
  "analyzer": "standard_with_stopwords_hindi"
}

# Index with custom swear words 
PUT index_with_swear_stopwords
{
  "settings": {
    "analysis": {
      "analyzer": {
        "swearwords_analyzer":{
          "type":"standard",
          "stopwords_path":"swearwords.txt"
        }
      }
    }
  }
}

#Test it
POST index_with_swear_stopwords/_analyze
{
  "text": ["Damn, that sucks!"],
  "analyzer": "swearwords_analyzer"
}


## Setting token length
DELETE my_index_with_max_token_length
PUT my_index_with_max_token_length
{
  "settings": {
    "analysis": {
      "analyzer": {
        "standard_max_token_length":{
          "type":"standard",
          "max_token_length":7
        }
      }
    }
  }
}

POST my_index_with_max_token_length/_analyze
{
  "text": ["elasticsearch"],
  "analyzer": "standard_max_token_length"
}

# Simple analyzer

POST _analyze
{
  "text": ["Lukša's K8s in Action"],
  "analyzer": "simple"
}

# Whitespace Analyzer
POST _analyze
{
  "text":"Peter_Piper picked a peck of PICKLED-peppers!!",
  "analyzer": "whitespace"
}

# Keyword Analyzer
POST _analyze
{
  "text":"Elasticsearch in Action",
  "analyzer": "keyword"
}

# Fingerprint analyzer
POST _analyze
{
  "text": "A dosa is a thin pancake or crepe originating from South India. It is made from a fermented batter consisting of lentils and rice.",
  "analyzer": "fingerprint"
}

# Pattern
POST _analyze
{
  "text":"Is is true?",
  "pattern": "[tT]rue|[yY]es",
  "analyzer": "pattern"
}

# Additional example - a pattern analyzer
DELETE index_with_pattern_analyzer
PUT index_with_pattern_analyzer
{
  "settings": {
    "analysis": {
      "analyzer": {
        "pattern_analyzer": {
          "type":      "pattern",
          "pattern":   "[a-zA-Z]{3}", 
          "lowercase": true
        }
      }
    }
  }
}

# Dash pattern
PUT index_with_dash_pattern_analyzer
{
  "settings": {
    "analysis": {
      "analyzer": {
        "pattern_analyzer": {
          "type":      "pattern",
          "pattern":   "[-]", 
          "lowercase": true
        }
      }
    }
  }
}

POST index_with_dash_pattern_analyzer/_analyze
{
  "text": "1234-5678-9000-0000",
  "analyzer": "pattern_analyzer"
}

# English Language Analyzer
POST _analyze
{
  "text": "She sells sea shells",
  "analyzer": "english"
}

# German Language Analyzer
POST _analyze
{
  "text": "Guten Morgen",
  "analyzer": "german"
}

# English Language Analyzer
POST _analyze
{
  "text": "नमस्ते कैसी हो तुम",
  "analyzer": "hindi"
}

DELETE index_with_custom_english_analyzer

# Custom Language Analyser with stopwords
PUT index_with_custom_english_analyzer
{
  "settings": {
    "analysis": {
      "analyzer": {
        "index_with_custom_english_analyzer":{
          "type":"english",
          "stopwords":["a","an","is","and","for"]
        }
      }
    }
  }
}

POST index_with_custom_english_analyzer/_analyze
{
  "text":"A dog is for a life",
  "analyzer":"index_with_custom_english_analyzer"
}

# Stemming
POST index_with_custom_english_analyzer/_analyze
{
  "text":"Author authors authoring authored authorization authority",
  "analyzer":"english"
}

DELETE index_with_stem_exclusion_english_analyzer

# Custom Language Analyser with stem_exception
PUT index_with_stem_exclusion_english_analyzer
{
  "settings": {
    "analysis": {
      "analyzer": {
        "stem_exclusion_english_analyzer":{
          "type":"english",
          "stem_exclusion":["authority","authorization"]
        }
      }
    }
  }
}

POST index_with_stem_exclusion_english_analyzer/_analyze
{
  "text": "No one can challenge my authority without my authorization",
  "analyzer": "stem_exclusion_english_analyzer"
}

DELETE index_with_custom_analyzer
## Custom Analyzer
PUT index_with_custom_analyzer
{
  "settings": {
    "analysis": {
      "analyzer": {
        "custom_analyzer":{
          "type":"custom",
          "char_filter":["html_strip"],
          "tokenizer":"standard",
          "filter":["uppercase"]
        }
      }
    }
  }
}

POST index_with_custom_analyzer/_analyze
{
  "text": "<H1>HELLO, WoRLD</H1>",
  "analyzer": "custom_analyzer"
  
}

# Advanced Custom Analyser
PUT index_with_custom_greek_analyzer
{
  "settings": {
    "analysis": {
      "analyzer": {
        "custom_analyzer":{
          "type":"custom",
          "char_filter":["greek_symbol_mapper"],
          "tokenizer":"standard",
          "filter":["uppercase"]
        }
      },
      "char_filter": {
        "greek_symbol_mapper":{
          "type":"mapping",
          "mappings":[
            "α => alpha",
            "β => Beta",
            "γ => Gamma"
          ]
        }
      }
    }
  }
}

POST index_with_custom_greek_analyzer/_analyze
{
  "text": "α and β are roots of a quadratic equation",
  "analyzer": "custom_analyzer"
}

DELETE index_with_parse_greek_letters_custom_analyzer
PUT index_with_parse_greek_letters_custom_analyzer
{
  "settings": {
    "analysis": {
      "analyzer": {
        "greek_letter_custom_analyzer":{
          "type":"custom",
          "char_filter":["greek_symbol_mapper"],
          "tokenizer":"standard",
          "filter":["lowercase", "greek_keep_words"]
        }
      },
      "char_filter": {
        "greek_symbol_mapper":{
          "type":"mapping",
          "mappings":[
            "α => alpha",
            "β => Beta",
            "γ => Gamma"
          ]
        }
      },
      "filter": {
        "greek_keep_words":{
          "type":"keep",
          "keep_words":["alpha", "beta", "gamma"]
        }
      }
    }
  }
}

POST index_with_parse_greek_letters_custom_analyzer/_analyze
{
  "text": "α and β are roots of a quadratic equation. γ isn't",
  "analyzer": "greek_letter_custom_analyzer"
}
## Specifying the analysers

# Setting analyzers at field level during index creation
PUT authors_with_field_level_analyzers
{
  "mappings": {
    "properties": {
      "name":{
        "type": "text" 
      },
      "about":{
        "type": "text",
        "analyzer": "english" 
      },
      "description":{
        "type": "text",
        "fields": {
          "my":{
            "type": "text",
            "analyzer": "fingerprint" 
          }
        }
      }
    }
  }
}
# Creating an index with a default analyzer
PUT authors_with_default_analyzer
{
  "settings": {
    "analysis": {
      "analyzer": {
        "default":{ 
          "type":"keyword"
        }
      }
    }
  }
}
# Test the analyzer
PUT authors_with_default_analyzer/_analyze
{
  "name":"John Doe" 
}

# Setting the analyzer alongside a search query
GET authors_index_for_search_analyzer/_search
{
  "query": {
    "match": { 
      "author_name": {
        "query": "M Konda",
        "analyzer": "simple" 
      }
    }
  }
}
# Setting a search analyzer at a field level
PUT authors_index_with_both_analyzers_field_level
{
  "mappings": {
    "properties": {
      "author_name":{
        "type": "text",
        "analyzer": "stop",
        "search_analyzer": "simple"
      }
    }
  }
}
# Setting a search analyzer at a field level
PUT authors_index_with_both_analyzers_field_level
{
  "mappings": {
    "properties": {
      "author_name":{
        "type": "text",
        "analyzer": "stop",
        "search_analyzer": "simple"
      }
    }
  }
}
# Specifying index and search analyzers during the index creation
PUT authors_index_with_both_analyzers_field_level
{
  "mappings": {
    "properties": {
      "author_name":{
        "type": "text",
        "analyzer": "standard",
        "search_analyzer": "simple"
      }
    }
  }
}

## Character Filters

# HTML Strip Character Filter
POST _analyze
{
  "text":"<h1>Where is my cheese?</h1>",
  "tokenizer": "standard", 
  "char_filter": ["html_strip"]
}

DELETE index_with_html_strip_filter
PUT index_with_html_strip_filter
{
  "settings": {
    "analysis": {
      "analyzer": {
        "custom_html_strip_filter_analyzer":{
          "tokenizer":"keyword",
          "char_filter":["my_html_strip_filter"]
        }
      },
      "char_filter": {
        "my_html_strip_filter":{
          "type":"html_strip",
          "escaped_tags":["h1"]
        }
      }
    }
  }
}

POST index_with_html_strip_filter/_analyze
{
  "text": "<h1>Hello,</h1> <h2>World!</h2>",
  "analyzer": "custom_html_strip_filter_analyzer"
}

# Mapping Char Filter
POST _analyze
{
  "text": "I am from UK",
  "char_filter": [
    {
      "type": "mapping",
      "mappings": [
        "UK => United Kingdom"
      ]
    }
  ]
}

DELETE index_with_mapping_char_filter

# Custom analyzer wiht a mapping characte filter
PUT index_with_mapping_char_filter
{
  "settings": {
    "analysis": {
      "analyzer": {
        "my_social_abbreviations_analyzer": {
          "tokenizer": "keyword",
          "char_filter": [
            "my_social_abbreviations"
          ]
        }
      },
      "char_filter": {
        "my_social_abbreviations": {
          "type": "mapping",
          "mappings": [
            "LOL => laughing out loud",
            "BRB => be right back",
            "OMG => oh my god"
          ]
        }
      }
    }
  }
}

POST index_with_mapping_char_filter/_analyze
{
  "text": "LOL",
  "analyzer": "my_social_abbreviations_analyzer"
}

#Character filter using mappings from a file
POST _analyze
{
  "text": "FBI and CIA are USA's security organizations",
  "char_filter": [
    {
      "type": "mapping",
      "mappings_path": "secret_organizations.txt"
    }
  ]
}

# Pattern replce charcter filter
DELETE index_with_pattern_replace_filter
PUT index_with_pattern_replace_filter
{
  "settings": {
    "analysis": {
      "analyzer": {
        "my_pattern_replace_analyzer":{
          "tokenizer":"keyword",
          "char_filter":["pattern_replace_filter"]
        }
      },
      "char_filter": {
        "pattern_replace_filter":{
          "type":"pattern_replace",
          "pattern":"_",
          "replacement":"-"
        }
      }
    }
  }
}

POST index_with_pattern_replace_filter/_analyze
{
  "text": "Apple_Boy_Cat",
  "analyzer": "my_pattern_replace_analyzer"
}

PUT my-index-00001
{
  "settings": {
    "analysis": {
      "analyzer": {
        "my_analyzer": {
          "tokenizer": "standard",
          "char_filter": [
            "my_char_filter"
          ]
        }
      },
      "char_filter": {
        "my_char_filter": {
          "type": "pattern_replace",
          "pattern": "(\\d+)-(?=\\d)",
          "replacement": "$1_"
        }
      }
    }
  }
}


POST my-index-00001/_analyze
{
  "analyzer": "my_analyzer",
  "text": "123-456-789"
}

## Tokenizers

# Standard tokenizer
POST _analyze
{
  "text": "Hello,cruel world!",
  "tokenizer": "standard"
}

# Cutom stadard tokenizer
PUT index_with_custom_standard_tokenizer
{
  "settings": {
    "analysis": {
      "analyzer": {
        "custom_token_length_analyzer": {
          "tokenizer": "custom_token_length_tokenizer"
        }
      },
      "tokenizer": {
        "custom_token_length_tokenizer": {
          "type": "standard",
          "max_token_length": 2
        }
      }
    }
  }
}

POST index_with_custom_standard_tokenizer/_analyze
{
  "text": "Bond",
  "analyzer": "custom_token_length_analyzer"
}

# URL Tokenizer 
POST _analyze
{
  "text": "My website is https://localhost:9090",
  "tokenizer": "uax_url_email"
}

# Email 
POST _analyze
{
  "text": "my email is dimpy@dimpy.com",
  "tokenizer": "uax_url_email"
}

# N-Gram Tokenizer
POST _analyze
{
  "text": "Bond",
  "tokenizer": "ngram"
}

# Custom n-gram tokenizer
DELETE index_with_ngram_tokenizer
PUT index_with_ngram_tokenizer
{
  "settings": {
    "analysis": {
      "analyzer": {
        "ngram_analyzer":{
          "tokenizer":"ngram_tokenizer"
        }
      },
      "tokenizer": {
        "ngram_tokenizer":{
          "type":"ngram",
          "min_gram":2,
          "max_gram":3,
          "token_chars":[
            "letter"
          ]
        }
      }
    }
  }
}

POST index_with_ngram_tokenizer/_analyze
{
  "text": "bond",
  "analyzer": "ngram_analyzer"
}

#Edge-ngram

POST _analyze
{
  "text":"hello",
  "tokenizer": "edge_ngram"
}

DELETE index_with_edge_ngram
PUT index_with_edge_ngram
{
  "settings": {
    "analysis": {
      "analyzer": {
        "edge_ngram_analyzer":{
          "tokenizer":"my_edge_ngram_tokenizer"
        }
      },
      "tokenizer": {
        "my_edge_ngram_tokenizer":{
          "type":"edge_ngram",
          "min_gram":2,
          "max_gram":6,
          "token_chars":["letter","digit"]
        }
      }
    }
  }
}

POST index_with_edge_ngram/_analyze
{
  "text": "bond",
  "analyzer": "edge_ngram_analyzer"
}

## Simple Pattern Analyzer
POST _analyze
{
  "text": "hello",
  "tokenizer": "simple_pattern"
}

DELETE index_simple_pattern_analyzer
PUT index_simple_pattern_analyzer 
{
  "settings": {
    "analysis": {
      "analyzer": {
        "my_simple_pattern_analyzer":{
          "tokenizer":"simple_pattern_tokenizer"
        }
      },
      "tokenizer": {
        "simple_pattern_tokenizer":{
          "type": "simple_pattern",
          "pattern":"[a-zA-Z]{2}"
        }
      }
    }
  }
}

POST index_simple_pattern_analyzer/_analyze
{
  "text": "sugarfree",
  "analyzer": "my_simple_pattern_analyzer"
}

DELETE index_with_simple_pattern_split_analyzer
#Simple pattern split tokenizer
PUT index_with_simple_pattern_split_analyzer
{
  "settings": {
    "analysis": {
      "analyzer": {
        "simple_pattern_split_analyzer":{
          "tokenizer":"simple_pattern_split_tokenizer"
        }
      }
      ,"tokenizer": {
         "simple_pattern_split_tokenizer":{
           "type":"simple_pattern_split",
           "pattern":">"
         }
      }
    }
  }
}

POST index_with_simple_pattern_split_analyzer/_analyze
{
  "text": "c>file",
  "analyzer": "simple_pattern_split_analyzer"
}

# Path Hierarchy
POST _analyze
{
  "text": "/Volumes/doe/documents",
  "tokenizer": "path_hierarchy"
}

## Token Fitlers
GET _analyze
{
  "tokenizer" : "standard",
  "filter" : ["uppercase","reverse"],
  "text" : "bond"
}

PUT index_with_token_filters
{
  "settings": {
    "analysis": {
      "analyzer": {
        "token_filter_analyser": {
          "tokenizer": "standard",
          "filter": [
            "uppercase",
            "reverse"
          ]
        }
      }
    }
  }
}

POST index_with_token_filters/_analyze
{
  "analyzer": "token_filter_analyser",
  "text": "bond"
}

#Stemmer

POST _analyze
{
  "tokenizer": "standard",
  "filter": ["stemmer"],
  "text": "barking is my life"
}

#Shingles
POST _analyze
{
  "tokenizer": "standard",
  "filter": ["shingle"],
  "text": "java python go"
}

DELETE index_with_shingle
PUT index_with_shingle
{
  "settings": {
    "analysis": {
      "analyzer": {
        "shingles_analyzer":{
          "tokenizer":"standard",
          "filter":["shingles_filter"]
        }
      },
      "filter": {
        "shingles_filter":{
          "type":"shingle",
          "min_shingle_size":2,
          "max_shingle_size":3,
          "output_unigrams":false
        }
      }
    }
  }
}

POST index_with_shingle/_analyze
{
  "text": "java python go",
  "analyzer": "shingles_analyzer"
}

DELETE index_with_synonyms

# Index with a synonyms filter
PUT index_with_synonyms
{
  "settings": {
    "analysis": {
      "filter": {
        "synonyms_filter":{
          "type":"synonym",
         "synonyms":[ "soccer => football"]
        }
      }
    }
  }
}

# Test the index - the output should be "What" "Football"
POST index_with_synonyms/_analyze
{
  "text": "What's soccer?",
  "tokenizer": "standard", 
  "filter": ["synonyms_filter"]
}

# Index with synonyms filter - reading the synonyms from the code itself
# Thanks to Thomas Hill - he mentioned a mistake in my earlier verion - where the analyzer was set to standard.
# if you set the type to "standard", then Elasticsearch only looks at the parameters for Standard Analyzer, 
# such as "stopwords_path". It does NOT look at parameters for a custom analyzer, such as "filter".
# Thank you @Thomas Hill!

PUT index_with_synonyms_analyzer
{
  "settings": {
    "analysis": {
      "analyzer": {
        "synonyms_analyzer":{
          "type":"custom",
          "tokenizer":"standard",
          "filter":["synonyms_filter"]
        }
      }
      ,"filter": {
        "synonyms_filter":{
          "type":"synonym",
          "synonyms":["lol => Laughing out loud"]
        }
      }
    }
  }
}

POST index_with_synonyms_analyzer/_analyze
{
  "text":"lol",
  "analyzer": "synonyms_analyzer"
  
}

GET index_with_synonyms/_search
{
  "query": {
    "match": {
      "sport": {
        "query": "football",
        "analyzer": "synonyms_analyzer"
      }
    }
  }
}

# Synonyms from a file.
# Note I've set the type to be standard and tested with 8.5 version - it seems working. 
# Should you have any issues, do change it to "custom" as per previous 
# comments (see line 946) and try it out. 
PUT index_with_synonyms_from_file_analyzer
{
  "settings": {
    "analysis": {
      "analyzer": {
        "synonyms_analyzer":{
          "type":"standard",
          "filter":["synonyms_from_file_filter"]
        }
      },
      "filter": {
        "synonyms_from_file_filter":{
          "type":"synonym",
          "synonyms_path":"synonyms.txt" 
        }
      }
    }
  }
}

# Create synonyms.txt file:
# Make sure a file called "synonyms.txt" is created under 
# $ELASTICSEARCH_HOME/config with the following contents:

# file: synonyms.txt
important=>imperative
beautiful=>gorgeous

# Test the filter - should return imperative
POST index_with_synonyms_from_file_analyzer/_analyze
{
  "text": "important",
  "tokenizer": "standard", 
  "filter": ["synonyms_from_file_filter"]
}


================================================
FILE: kibana_scripts/ch08_search_basics.txt
================================================
## Sample movie index

# Create movies index
PUT movies
{
  "mappings": { 
    "properties": { 
      "title": {
        "type": "text",
        "fields": { 
          "original": {
            "type": "keyword"
          }
        }
      },
      "synopsis": {
        "type": "text"
      },
      "actors": {
        "type": "text"
      },
      "director": {
        "type": "text"
      },
      "rating": {
        "type": "half_float"
      },
      "release_date": {
        "type": "date",
        "format": "dd-MM-yyyy"
      },
      "certificate": {
        "type": "keyword"
      },
      "genre": {
        "type": "text"
      }
    }
  }
}

POST _bulk
{"index":{"_index":"movies","_id":"1"}}
{"title": "The Shawshank Redemption","synopsis": "Two imprisoned men bond over a number of years, finding solace and eventual redemption through acts of common decency.","actors": ["Tim Robbins", "Morgan Freeman", "Bob Gunton", "William Sadler"] ,"director":" Frank Darabont ","rating":"9.3","certificate":"R","genre": "Drama "}
{"index":{"_index":"movies","_id":"2"}}
{"title": "The Godfather","synopsis": "An organized crime dynasty's aging patriarch transfers control of his clandestine empire to his reluctant son.","actors": ["Marlon Brando", "Al Pacino", "James Caan", "Diane Keaton"] ,"director":" Francis Ford Coppola ","rating":"9.2","certificate":"R","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"3"}}
{"title": "The Dark Knight","synopsis": "When the menace known as the Joker wreaks havoc and chaos on the people of Gotham, Batman must accept one of the greatest psychological and physical tests of his ability to fight injustice.","actors": ["Christian Bale", "Heath Ledger", "Aaron Eckhart", "Michael Caine"] ,"director":" Christopher Nolan ","rating":"9.0","certificate":"PG-13","genre": ["Action", "Crime", "Drama"] }
{"index":{"_index":"movies","_id":"4"}}
{"title": "The Godfather: Part II","synopsis": "The early life and career of Vito Corleone in 1920s New York City is portrayed, while his son, Michael, expands and tightens his grip on the family crime syndicate.","actors": ["Al Pacino", "Robert De Niro", "Robert Duvall", "Diane Keaton"] ,"director":" Francis Ford Coppola ","rating":"9.0","certificate":"R","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"5"}}
{"title": "12 Angry Men","synopsis": "A jury holdout attempts to prevent a miscarriage of justice by forcing his colleagues to reconsider the evidence.","actors": ["Henry Fonda", "Lee J. Cobb", "Martin Balsam", " John Fiedler"] ,"director":" Sidney Lumet ","rating":"9.0","certificate":"Approved","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"6"}}
{"title": "The Lord of the Rings: The Return of the King","synopsis": "Gandalf and Aragorn lead the World of Men against Saurons's army to draw his gaze from Frodo and Sam as they approach Mount Doom with the One Ring.","actors": ["Elijah Wood", "Viggo Mortensen", "Ian McKellen", "Orlando Bloom"] ,"director":" Peter Jackson ","rating":"8.9","certificate":"PG-13","genre": ["Action", "Adventure", "Drama"] }
{"index":{"_index":"movies","_id":"7"}}
{"title": "Pulp Fiction","synopsis": "The lives of two mob hitmen, a boxer, a gangster and his wife, and a pair of diner bandits intertwine in four tales of violence and redemption.","actors": ["John Travolta", "Uma Thurman", "Samuel L. Jackson", "Bruce Willis"] ,"director":" Quentin Tarantino ","rating":"8.9","certificate":"R","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"8"}}
{"title": "Schindler's List","synopsis": "In German-occupied Poland during World War II, industrialist Oskar Schindler gradually becomes concerned for his Jewish workforce after witnessing their persecution by the Nazis.","actors": ["Liam Neeson", "Ralph Fiennes", "Ben Kingsley", "Caroline Goodall"] ,"director":" Steven Spielberg ","rating":"8.9","certificate":"R","genre": ["Biography", "Drama", "History"] }
{"index":{"_index":"movies","_id":"9"}}
{"title": "Inception","synopsis": "A thief who steals corporate secrets through the use of dream-sharing technology is given the inverse task of planting an idea into the mind of a C.E.O.","actors": ["Leonardo DiCaprio", "Joseph Gordon-Levitt", "Elliot Page", "Ken Watanabe"] ,"director":" Christopher Nolan ","rating":"8.8","certificate":"PG-13","genre": ["Action", "Adventure", "Sci-Fi"] }
{"index":{"_index":"movies","_id":"10"}}
{"title": "Fight Club","synopsis": "An insomniac office worker and a devil-may-care soap maker form an underground fight club that evolves into much more.","actors": ["Brad Pitt", "Edward Norton", "Meat Loaf", "Zach Grenier"] ,"director":" David Fincher ","rating":"8.8","certificate":"R","genre": "Drama"} 
{"index":{"_index":"movies","_id":"11"}}
{"title": "The Lord of the Rings: The Fellowship of the Ring","synopsis": "A meek Hobbit from the Shire and eight companions set out on a journey to destroy the powerful One Ring and save Middle-earth from the Dark Lord Sauron.","actors": ["Elijah Wood", "Ian McKellen", "Orlando Bloom", "Sean Bean"] ,"director":" Peter Jackson ","rating":"8.8","certificate":"PG-13","genre": ["Action", "Adventure", "Drama"] }
{"index":{"_index":"movies","_id":"12"}}
{"title": "Forrest Gump","synopsis": "The presidencies of Kennedy and Johnson, the Vietnam War, the Watergate scandal and other historical events unfold from the perspective of an Alabama man with an IQ of 75, whose only desire is to be reunited with his childhood sweetheart.","actors": ["Tom Hanks", "Robin Wright", "Gary Sinise", "Sally Field"] ,"director":" Robert Zemeckis ","rating":"8.8","certificate":"PG-13","genre": ["Drama", "Romance"] }
{"index":{"_index":"movies","_id":"13"}}
{"title": "The Good, the Bad and the Ugly","synopsis": "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.","actors": ["Clint Eastwood", "Eli Wallach", "Lee Van Cleef", "Aldo Giuffrè"] ,"director":" Sergio Leone ","rating":"8.8","certificate":"R","genre": "Western"}
{"index":{"_index":"movies","_id":"14"}}
{"title": "The Lord of the Rings: The Two Towers","synopsis": "While Frodo and Sam edge closer to Mordor with the help of the shifty Gollum, the divided fellowship makes a stand against Sauron's new ally, Saruman, and his hordes of Isengard.","actors": ["Elijah Wood", "Ian McKellen", "Viggo Mortensen", "Orlando Bloom"] ,"director":" Peter Jackson ","rating":"8.7","certificate":"PG-13","genre": ["Action", "Adventure", "Drama"]} 
{"index":{"_index":"movies","_id":"15"}}
{"title": "The Matrix","synopsis": "When a beautiful stranger leads computer hacker Neo to a forbidding underworld, he discovers the shocking truth--the life he knows is the elaborate deception of an evil cyber-intelligence.","actors": ["Keanu Reeves", "Laurence Fishburne", "Carrie-Anne Moss", "Hugo Weaving"] ,"director":["Lana Wachowski", "Lilly Wachowski"] ,"rating":"8.7","certificate":"R","genre": ["Action", "Sci-Fi"] }
{"index":{"_index":"movies","_id":"16"}}
{"title": "Goodfellas","synopsis": "The story of Henry Hill and his life in the mob, covering his relationship with his wife Karen Hill and his mob partners Jimmy Conway and Tommy DeVito in the Italian-American crime syndicate.","actors": ["Robert De Niro", "Ray Liotta", "Joe Pesci", "Lorraine Bracco"] ,"director":" Martin Scorsese ","rating":"8.7","certificate":"R","genre": ["Biography", "Drama", "Crime"] }
{"index":{"_index":"movies","_id":"17"}}
{"title": "Star Wars: Episode V - The Empire Strikes Back","synopsis": "After the Rebels are brutally overpowered by the Empire on the ice planet Hoth, Luke Skywalker begins Jedi training with Yoda, while his friends are pursued across the galaxy by Darth Vader and bounty hunter Boba Fett.","actors": ["Mark Hamill", "Harrison Ford", "Carrie Fisher", "Billy Dee Williams"] ,"director":" Irvin Kershner ","rating":"8.7","certificate":"PG-13","genre": ["Action", "Adventure", "Fantasy"] }
{"index":{"_index":"movies","_id":"18"}}
{"title": "One Flew Over the Cuckoo's Nest","synopsis": "A criminal pleads insanity and is admitted to a mental institution, where he rebels against the oppressive nurse and rallies up the scared patients.","actors": ["Jack Nicholson", "Louise Fletcher", "Michael Berryman", "Peter Brocco"] ,"director":" Milos Forman ","rating":"8.7","certificate":"R","genre": "Drama" }
{"index":{"_index":"movies","_id":"19"}}
{"title": "Parasite","synopsis": "Greed and class discrimination threaten the newly formed symbiotic relationship between the wealthy Park family and the destitute Kim clan.","actors": ["Kang-ho Song", "Sun-kyun Lee", "Yeo-jeong Cho", "Woo-sik Choi"] ,"director":" Bong Joon Ho ","rating":"8.6","certificate":"R","genre": ["Comedy", "Drama", "Thriller"] }
{"index":{"_index":"movies","_id":"20"}}
{"title": "Interstellar","synopsis": "A team of explorers travel through a wormhole in space in an attempt to ensure humanity's survival.","actors": ["Matthew McConaughey", "Anne Hathaway", "Jessica Chastain", "Mackenzie Foy"] ,"director":" Christopher Nolan ","rating":"8.6","certificate":"PG-13","genre": ["Adventure", "Drama", "Sci-Fi"] }
{"index":{"_index":"movies","_id":"21"}}
{"title": "City of God","synopsis": "In the slums of Rio, two kids paths diverge as one struggles to become a photographer and the other a kingpin.","actors": ["Alexandre Rodrigues", "Leandro Firmino", "Matheus Nachtergaele", "Phellipe Haagensen"] ,"director": ["Fernando Meirelles", "Kátia Lund"] ,"rating":"8.6","certificate":"R","genre": ["Crime", "Drama"] }
{"index":{"_index":"movies","_id":"22"}}
{"title": "Spirited Away","synopsis": "During her family's move to the suburbs, a sullen 10-year-old girl wanders into a world ruled by gods, witches, and spirits, and where humans are changed into beasts.","actors": ["Daveigh Chase", "Suzanne Pleshette", "Miyu Irino", "Rumi Hiiragi"] ,"director":" Hayao Miyazaki ","rating":"8.6","certificate":"PG-13","genre": ["Animation", "Adventure", "Family"]} 
{"index":{"_index":"movies","_id":"23"}}
{"title": "Saving Private Ryan","synopsis": "Following the Normandy Landings, a group of U.S. soldiers go behind enemy lines to retrieve a paratrooper whose brothers have been killed in action.","actors": ["Tom Hanks", "Matt Damon", "Tom Sizemore", "Edward Burns"] ,"director":" Steven Spielberg ","rating":"8.6","certificate":"R","genre": ["Drama", "War"] }
{"index":{"_index":"movies","_id":"24"}}
{"title": "The Green Mile","synopsis": "The lives of guards on Death Row are affected by one of their charges: a black man accused of child murder and rape, yet who has a mysterious gift.","actors": ["Tom Hanks", "Michael Clarke Duncan", "David Morse", "Bonnie Hunt"] ,"director":" Frank Darabont ","rating":"8.6","certificate":"R","genre": ["Crime", "Drama", "Fantasy"] }
{"index":{"_index":"movies","_id":"25"}}
{"title": "Life Is Beautiful","synopsis": "When an open-minded Jewish librarian and his son become victims of the Holocaust, he uses a perfect mixture of will, humor, and imagination to protect his son from the dangers around their camp.","actors": ["Roberto Benigni", "Nicoletta Braschi", "Giorgio Cantarini", "Giustino Durano"] ,"director":" Roberto Benigni ","rating":"8.6","certificate":"PG-13","genre": ["Comedy", "Drama", "Romance"]} 

# Searching for a title
GET movies/_search
{
  "query": {
    "match": {
      "title": "Godfather"
    }
  }
}

## Query and filter context:
# Query without scoring - query context by default
GET movies/_search
{
  "query": {
    "match": {
      "title": "Godfather"
    }
  }
}

# Filter context - no score returned
GET movies/_search
{
  "query": {
    "bool": {
      "filter": [
        {
          "match": {
            "title": "Godfather"
          }
        }
      ]
    }
  }
}
#Another way to set the filter context
GET movies/_search
{
  "query": {
    "constant_score": {
      "filter": {
        "match": {
          "title": "Godfather"
        }
      }
    }
  }
}

# URI search
# Search a movie by title
GET movies/_search
GET movies/_search?q=title:Godfather

# Search a movie by multiple titles
GET movies/_search?q=title:Godfather Knight Shawshank

#Fetch a specific title AND an actor combination
GET movies/_search?q=title:Knight AND actors:Bale

#Fetch a specific title OR an actor combination
GET movies/_search?q=title:Godfather actors:Bale

# Setting a default_operator
GET movies/_search?q=title:Godfather actors:Bale&default_operator=AND

# Additional query parameters

GET movies/_search?q=title:Knight actors:(bale AND ledger) rating:(>=9.0 AND <=9.5)&from=0&size=10&explain=true&sort=rating&default_operator=AND


GET movies/_search?q=title:Godfather actors:(Brando OR Pacino) rating:(>=9.0 AND <=9.5)&from=0&size=10&explain=true&sort=rating&default_operator=AND

GET movies/_search

#Query String
GET movies/_search
{
  "query": {
    "query_string": {
      "default_field": "title",
      "query": "Knight Redemption Lord Pulp",
      "default_operator": "OR"
    }
  }
}

# Query DSL sample query
GET movies/_search
{
  "query": {
    "multi_match": {
      "query": "Lord",
      "fields": ["synopsis","title"]
    }
  }
}

GET movies/_search
{
  "size": 0, 
  "aggs": {
    "average_movie_rating": {
      "avg": {
        "field": "rating"
      }
    }
  }
}

# Leaf query
GET movies/_search
{
  "query": {
    "match_phrase": {
      "synopsis": "A meek hobbit from the shire and eight companions"
    }
  }
}

# Compound query example
GET movies/_search
{
  "query": {
    "bool": {
      "must": [
        {"match": {
          "title": "Godfather"
        }}
      ],
      "must_not": [
        {
          "range": {
          "rating": {
            "lt": 9.0
          }
        }}
      ], 
      "should": [
        {
          "match": {
          "actors": "Pacino"
        }}
      ], 
      "filter": [
        {
          "term": {
            "actors": "brando"
          }
        }
      ]
    }
  }
}

# Match query
GET movies/_search
{
  "query": {
    "match": {
      "director": "Francis"
    }
  }
}

## Pagination

# Query to fetch a specific number of results
GET movies/_search
{
  "size": 20, 
  "query": {
    "match_all": {}
  }
}

#Resetting the 10k default size limit
# The following query will result in exception
# as the result window is too large (greater than 10k results)
GET movies/_search
{
  "size": 10001, 
  "query": {
    "match_all": {}
  }
}

#Reset the max results setting
PUT movies/_settings
{
  "max_result_window":10001
}

# Paginated results using size and from
GET movies/_search
{
  "size": 100, 
  "from": 3, 
  "query": {
    "match_all": {}
  }
}

# Highlighting
GET movies/_search
{
  "_source": false, 
  "query": {
    "term": {
      "title": {
        "value": "godfather"
      }
    }
  },"highlight": {
    "fields": {
      "title": {}
    }
  }
}
# Explanation
GET movies/_search
{
  "explain": true, 
  "_source": false, 
  "query": {
    "match": {
      "title": "Lord"
    }
  }
}

# Exactly same as above - explains the scores
GET movies/_explain/14
{
  "query":{
    "match": {
      "title": "Lords"
    }
  }
}

## Sorting

# Sort by rating in ascending order
GET movies/_search
{
  "size": 10, 
  "query": {
    "match": {
      "title": "Godfather"
    }
  },
  "sort": [{
    "rating": {"order": "asc"}
    }
  ]
}

# Sort by score (no sort - default by _score in desc)
GET movies/_search
{
  "size": 10, 
  "query": {
    "match": {
      "title": "Godfather"
    }
  }
}

# Sort by score - mention the _score in sort 
GET movies/_search
{
  "size": 10, 
  "query": {
    "match": {
      "title": "Godfather"
    }
  },
  "sort": [
    "_score"
  ]
}

# Sort by _score in asc 
GET movies/_search
{
  "size": 10, 
  "query": {
    "match": {
      "title": "Godfather"
    }
  },
  "sort": [
    {"_score":{"order":"asc"}}
  ]
}

# Sort by a field desc
GET movies/_search
{
  "size": 10, 
  "query": {
    "match": {
      "genre": "crime"
    }
  },
  "sort": [
    {"rating":{"order":"desc"}}
  ]
}

# Sort by multiple fields asc
GET movies/_search
{
  "track_scores":true,
  "size": 10, 
  "query": {
    "match": {
      "genre": "crime"
    }
  },
  "sort": [
    {"rating":{"order":"asc"}},
    {"release_date":{"order":"asc"}}
  ]
}

# Manipulating search responses
# Suppressing the source document
GET movies/_search
{
  "_source": false, 
  "query": {
    "match": {
      "certificate": "R"
    }
  }
}
# Selected fields
GET movies/_search
{
  "_source": false, 
  "query": {
    "match": {
      "certificate": "R"
    }
  },
  "fields": [
    "title*",
    "rating"
  ]
}

# Source filtering
GET movies/_search
{
  "_source": ["title*","synopsis", "rating"], 
  "query": {
    "match": {
      "certificate": "R"
    }
  }
}

# Source filtering with a script field
GET movies/_search
{
  "_source": ["title*","synopsis", "rating"], 
  "query": {
    "match": {
      "certificate": "R"
    }
  },
  "script_fields": {
    "top_rated_movie": {
      "script": {
        "lang": "painless",
        "source": "if (doc['rating'].value > 9.0) 'true'; else 'false'"
      }
    }
  }
}

# Source filtering using includes and excludes
GET movies/_search
{
  "_source": {
    "includes": ["title*","synopsis","genre"],
    "excludes": ["title.original"]
  }, 
  "query": {
    "match": {
      "certificate": "R"
    }
  }
}

# Return everything except synoposis and actors
GET movies/_search
{
  "_source": {
    "excludes": ["synopsis","actors"]
  }, 
  "query": {
    "match": {
      "certificate": "R"
    }
  }
}

## Searching across multiple indices
# Searching for Pacino movies across all indicies
GET _search
{
  "query": {
    "match": {
      "actors": "Pacino"
    }
  }
}

# Using _all to indicate every index in the cluster
GET _all/_search
{
  "query": {
    "match": {
      "actors": "Pacino"
    }
  }
}

# Use a wildcard to denote every index
GET */_search
{
  "query": {
    "match": {
      "actors": "Pacino"
    }
  }
}
## Boosting indices
# Index a document for this exercise

PUT movies_top/_doc/1
{
  "title": "The Shawshank Redemption",
  "synopsis": "Two imprisoned men bond over a number of years, finding solace and eventual redemption through acts of common decency.",
  "actors": [
    "Tim Robbins",
    "Morgan Freeman",
    "Bob Gunton",
    "William Sadler"
  ],
  "director": " Frank Darabont ",
  "rating": "9.3",
  "certificate": "R",
  "genre": "Drama "
}

PUT movies_new/_doc/1
{
  "title": "The Shawshank Redemption",
  "synopsis": "Two imprisoned men bond over a number of years, finding solace and eventual redemption through acts of common decency.",
  "actors": [
    "Tim Robbins",
    "Morgan Freeman",
    "Bob Gunton",
    "William Sadler"
  ],
  "director": " Frank Darabont ",
  "rating": "9.3",
  "certificate": "R",
  "genre": "Drama "
}

GET movies*/_search
{
  "query": {
    "match": {
      "title": "Redemption"
    }
  }
}

GET movies_new/_mapping
GET movies*/_search
{
  "indices_boost": [
    { "movies": 0.1},
    { "movies_new": 0},
    { "movies_top": 2.0}
  ], 
  "query": {
    "match": {
      "title": "Redemption"
    }
  }
}


GET movies/_search
{
  "query": {
    "bool": {
      "must_not": [
        {
          "match": {
            "title": "Godfather"
          }
        }
      ]
    }
  }
}


================================================
FILE: kibana_scripts/ch09_term_level_queries.txt
================================================
DELETE movies
# Creating movies index with explicit mapping
PUT movies
{
  "mappings": {
    "properties": {
      "title": {
        "type": "text",
        "fields": {
          "original": {
            "type": "keyword"
          }
        }
      },
      "synopsis": {
        "type": "text",
        "fields": {
          "original": {
            "type": "keyword"
          }
        }
      },
      "actors": {
        "type": "text",
        "fields": {
          "original": {
            "type": "keyword"
          }
        }
      },
      "director": {
        "type": "text",
        "fields": {
          "original": {
            "type": "keyword"
          }
        }
      },
      "rating": {
        "type": "half_float"
      },
      "release_date": {
        "type": "date",
        "format": "dd-MM-yyyy"
      },
      "certificate": {
        "type": "keyword",
        "fields": {
          "original": {
            "type": "keyword"
          }
        }
      },
      "genre": {
        "type": "text",
        "index_prefixes":{},
        "fields": {
          "original": {
            "type": "keyword"
          }
        }
      }
    }
  }
}
# Insert the movies sample data
## Copy the contents of datasets/top-movies.json and index the movies using bulk API

POST _bulk
{"index":{"_index":"movies","_id":"1"}}
{"title": "The Shawshank Redemption","synopsis": "Two imprisoned men bond over a number of years, finding solace and eventual redemption through acts of common decency.","actors": ["Tim Robbins", "Morgan Freeman", "Bob Gunton", "William Sadler"] ,"director":" Frank Darabont ","rating":9.3,"certificate":"R","genre": "Drama ","release_date":"17-02-1995"}
{"index":{"_index":"movies","_id":"2"}}
{"title": "The Godfather","synopsis": "An organized crime dynasty's aging patriarch transfers control of his clandestine empire to his reluctant son.","actors": ["Marlon Brando", "Al Pacino", "James Caan", "Diane Keaton"] ,"director":" Francis Ford Coppola ","rating":9.2,"certificate":"R","genre": ["Crime", "Drama"] ,"release_date":"14-03-1972"}
{"index":{"_index":"movies","_id":"3"}}
{"title": "The Dark Knight","synopsis": "When the menace known as the Joker wreaks havoc and chaos on the people of Gotham, Batman must accept one of the greatest psychological and physical tests of his ability to fight injustice.","actors": ["Christian Bale", "Heath Ledger", "Aaron Eckhart", "Michael Caine"] ,"director":" Christopher Nolan ","rating":9.0,"certificate":"PG-13","genre": ["Action", "Crime", "Drama"] ,"release_date":"18-07-2008"}
{"index":{"_index":"movies","_id":"4"}}
{"title": "The Godfather: Part II","synopsis": "The early life and career of Vito Corleone in 1920s New York City is portrayed, while his son, Michael, expands and tightens his grip on the family crime syndicate.","actors": ["Al Pacino", "Robert De Niro", "Robert Duvall", "Diane Keaton"] ,"director":" Francis Ford Coppola ","rating":9.0,"certificate":"R","genre": ["Crime", "Drama"] ,"release_date":"20-12-1974"}
{"index":{"_index":"movies","_id":"5"}}
{"title": "12 Angry Men","synopsis": "A jury holdout attempts to prevent a miscarriage of justice by forcing his colleagues to reconsider the evidence.","actors": ["Henry Fonda", "Lee J. Cobb", "Martin Balsam", " John Fiedler"] ,"director":" Sidney Lumet ","rating":9.0,"certificate":"Approved","genre": ["Crime", "Drama"],"release_date":"10-04-1957" }
{"index":{"_index":"movies","_id":"6"}}
{"title": "The Lord of the Rings: The Return of the King","synopsis": "Gandalf and Aragorn lead the World of Men against Saurons's army to draw his gaze from Frodo and Sam as they approach Mount Doom with the One Ring.","actors": ["Elijah Wood", "Viggo Mortensen", "Ian McKellen", "Orlando Bloom"] ,"director":" Peter Jackson ","rating":8.9,"certificate":"PG-13","genre": ["Action", "Adventure", "Drama"] ,"release_date":"06-02-2004"}
{"index":{"_index":"movies","_id":"7"}}
{"title": "Pulp Fiction","synopsis": "The lives of two mob hitmen, a boxer, a gangster and his wife, and a pair of diner bandits intertwine in four tales of violence and redemption.","actors": ["John Travolta", "Uma Thurman", "Samuel L. Jackson", "Bruce Willis"] ,"director":" Quentin Tarantino ","rating":8.9,"certificate":"R","genre": ["Crime", "Drama"] ,"release_date":"14-10-1994"}
{"index":{"_index":"movies","_id":"8"}}
{"title": "Schindler's List","synopsis": "In German-occupied Poland during World War II, industrialist Oskar Schindler gradually becomes concerned for his Jewish workforce after witnessing their persecution by the Nazis.","actors": ["Liam Neeson", "Ralph Fiennes", "Ben Kingsley", "Caroline Goodall"] ,"director":" Steven Spielberg ","rating":8.9,"certificate":"R","genre": ["Biography", "Drama", "History"] ,"release_date":"04-07-1994"}
{"index":{"_index":"movies","_id":"9"}}
{"title": "Inception","synopsis": "A thief who steals corporate secrets through the use of dream-sharing technology is given the inverse task of planting an idea into the mind of a C.E.O.","actors": ["Leonardo DiCaprio", "Joseph Gordon-Levitt", "Elliot Page", "Ken Watanabe"] ,"director":" Christopher Nolan ","rating":8.8,"certificate":"PG-13","genre": ["Action", "Adventure", "Sci-Fi"] ,"release_date":"16-07-2010"}
{"index":{"_index":"movies","_id":"10"}}
{"title": "Fight Club","synopsis": "An insomniac office worker and a devil-may-care soap maker form an underground fight club that evolves into much more.","actors": ["Brad Pitt", "Edward Norton", "Meat Loaf", "Zach Grenier"] ,"director":" David Fincher ","rating":8.8,"certificate":"R","genre": "Drama","release_date":"11-11-1999"} 
{"index":{"_index":"movies","_id":"11"}}
{"title": "The Lord of the Rings: The Fellowship of the Ring","synopsis": "A meek Hobbit from the Shire and eight companions set out on a journey to destroy the powerful One Ring and save Middle-earth from the Dark Lord Sauron.","actors": ["Elijah Wood", "Ian McKellen", "Orlando Bloom", "Sean Bean"] ,"director":" Peter Jackson ","rating":8.8,"certificate":"PG-13","genre": ["Action", "Adventure", "Drama"] ,"release_date":"15-03-2002"}
{"index":{"_index":"movies","_id":"12"}}
{"title": "Forrest Gump","synopsis": "The presidencies of Kennedy and Johnson, the Vietnam War, the Watergate scandal and other historical events unfold from the perspective of an Alabama man with an IQ of 75, whose only desire is to be reunited with his childhood sweetheart.","actors": ["Tom Hanks", "Robin Wright", "Gary Sinise", "Sally Field"] ,"director":" Robert Zemeckis ","rating":8.8,"certificate":"PG-13","genre": ["Drama", "Romance"] ,"release_date":"06-07-1994"}
{"index":{"_index":"movies","_id":"13"}}
{"title": "The Good, the Bad and the Ugly","synopsis": "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.","actors": ["Clint Eastwood", "Eli Wallach", "Lee Van Cleef", "Aldo Giuffrè"] ,"director":" Sergio Leone ","rating":8.8,"certificate":"R","genre": "Western","release_date":"23-12-1966"}
{"index":{"_index":"movies","_id":"14"}}
{"title": "The Lord of the Rings: The Two Towers","synopsis": "While Frodo and Sam edge closer to Mordor with the help of the shifty Gollum, the divided fellowship makes a stand against Sauron's new ally, Saruman, and his hordes of Isengard.","actors": ["Elijah Wood", "Ian McKellen", "Viggo Mortensen", "Orlando Bloom"] ,"director":" Peter Jackson ","rating":8.7,"certificate":"PG-13","genre": ["Action", "Adventure", "Drama"],"release_date":"28-03-2003"} 
{"index":{"_index":"movies","_id":"15"}}
{"title": "The Matrix","synopsis": "When a beautiful stranger leads computer hacker Neo to a forbidding underworld, he discovers the shocking truth--the life he knows is the elaborate deception of an evil cyber-intelligence.","actors": ["Keanu Reeves", "Laurence Fishburne", "Carrie-Anne Moss", "Hugo Weaving"] ,"director":["Lana Wachowski", "Lilly Wachowski"] ,"rating":8.7,"certificate":"R","genre": ["Action", "Sci-Fi"] ,"release_date":"16-05-2003"}
{"index":{"_index":"movies","_id":"16"}}
{"title": "Goodfellas","synopsis": "The story of Henry Hill and his life in the mob, covering his relationship with his wife Karen Hill and his mob partners Jimmy Conway and Tommy DeVito in the Italian-American crime syndicate.","actors": ["Robert De Niro", "Ray Liotta", "Joe Pesci", "Lorraine Bracco"] ,"director":" Martin Scorsese ","rating":8.7,"certificate":"R","genre": ["Biography", "Drama", "Crime"],"release_date":"19-09-1990" }
{"index":{"_index":"movies","_id":"17"}}
{"title": "Star Wars: Episode V - The Empire Strikes Back","synopsis": "After the Rebels are brutally overpowered by the Empire on the ice planet Hoth, Luke Skywalker begins Jedi training with Yoda, while his friends are pursued across the galaxy by Darth Vader and bounty hunter Boba Fett.","actors": ["Mark Hamill", "Harrison Ford", "Carrie Fisher", "Billy Dee Williams"] ,"director":" Irvin Kershner ","rating":8.7,"certificate":"PG-13","genre": ["Action", "Adventure", "Fantasy"] ,"release_date":"21-05-1980"}
{"index":{"_index":"movies","_id":"18"}}
{"title": "One Flew Over the Cuckoo's Nest","synopsis": "A criminal pleads insanity and is admitted to a mental institution, where he rebels against the oppressive nurse and rallies up the scared patients.","actors": ["Jack Nicholson", "Louise Fletcher", "Michael Berryman", "Peter Brocco"] ,"director":" Milos Forman ","rating":8.7,"certificate":"R","genre": "Drama" ,"release_date":"19-11-1975"}
{"index":{"_index":"movies","_id":"19"}}
{"title": "Parasite","synopsis": "Greed and class discrimination threaten the newly formed symbiotic relationship between the wealthy Park family and the destitute Kim clan.","actors": ["Kang-ho Song", "Sun-kyun Lee", "Yeo-jeong Cho", "Woo-sik Choi"] ,"director":" Bong Joon Ho ","rating":8.6,"certificate":"R","genre": ["Comedy", "Drama", "Thriller"] ,"release_date":"30-05-2019"}
{"index":{"_index":"movies","_id":"20"}}
{"title": "Interstellar","synopsis": "A team of explorers travel through a wormhole in space in an attempt to ensure humanity's survival.","actors": ["Matthew McConaughey", "Anne Hathaway", "Jessica Chastain", "Mackenzie Foy"] ,"director":" Christopher Nolan ","rating":8.6,"certificate":"PG-13","genre": ["Adventure", "Drama", "Sci-Fi"] ,"release_date":"07-11-2014"}
{"index":{"_index":"movies","_id":"21"}}
{"title": "City of God","synopsis": "In the slums of Rio, two kids paths diverge as one struggles to become a photographer and the other a kingpin.","actors": ["Alexandre Rodrigues", "Leandro Firmino", "Matheus Nachtergaele", "Phellipe Haagensen"] ,"director": ["Fernando Meirelles", "Kátia Lund"] ,"rating":8.6,"certificate":"R","genre": ["Crime", "Drama"],"release_date":"30-08-2002" }
{"index":{"_index":"movies","_id":"22"}}
{"title": "Spirited Away","synopsis": "During her family's move to the suburbs, a sullen 10-year-old girl wanders into a world ruled by gods, witches, and spirits, and where humans are changed into beasts.","actors": ["Daveigh Chase", "Suzanne Pleshette", "Miyu Irino", "Rumi Hiiragi"] ,"director":" Hayao Miyazaki ","rating":8.6,"certificate":"PG-13","genre": ["Animation", "Adventure", "Family"],"release_date":"20-07-2001"} 
{"index":{"_index":"movies","_id":"23"}}
{"title": "Saving Private Ryan","synopsis": "Following the Normandy Landings, a group of U.S. soldiers go behind enemy lines to retrieve a paratrooper whose brothers have been killed in action.","actors": ["Tom Hanks", "Matt Damon", "Tom Sizemore", "Edward Burns"] ,"director":" Steven Spielberg ","rating":8.6,"certificate":"R","genre": ["Drama", "War"] ,"release_date":"21-07-1998"}
{"index":{"_index":"movies","_id":"24"}}
{"title": "The Green Mile","synopsis": "The lives of guards on Death Row are affected by one of their charges: a black man accused of child murder and rape, yet who has a mysterious gift.","actors": ["Tom Hanks", "Michael Clarke Duncan", "David Morse", "Bonnie Hunt"] ,"director":" Frank Darabont ","rating":8.6,"certificate":"R","genre": ["Crime", "Drama", "Fantasy"] ,"release_date":"06-12-1999"}
{"index":{"_index":"movies","_id":"25"}}
{"title": "Life Is Beautiful","synopsis": "When an open-minded Jewish librarian and his son become victims of the Holocaust, he uses a perfect mixture of will, humor, and imagination to protect his son from the dangers around their camp.","actors": ["Roberto Benigni", "Nicoletta Braschi", "Giorgio Cantarini", "Giustino Durano"] ,"director":" Roberto Benigni ","rating":8.6,"certificate":"PG-13","genre": ["Comedy", "Drama", "Romance"],"release_date":"14-09-2012"} 


# Fetching the movies with a specific rating
GET movies/_search
{
  "query": {
    "term": {
      "certificate": "R"
    }
  }
}

# Fetching the movies by lowercasing the rating
# No results returned
GET movies/_search
{
  "query": {
    "term": {
      "certificate": "r"
    }
  }
}
# This term query wouldn't return the results
GET movies/_search
{
  "query": {
    "term": {
      "title": "The Godfather" 
    }
  }
}

# Terms query
GET movies/_search
{
  "query": {
    "terms": { 
      "certificate": ["PG-13","R"]
    }
  }
}

# Change the max term count property
PUT movies/_settings
{
  "index":{
    "max_terms_count":10
  }
}

# Terms lookup
DELETE classic_movies

PUT classic_movies
{
  "mappings": {
    "properties": {
      "title": {
        "type": "text"
      },
      "director": {
        "type": "keyword"
      }
    }
  }
}

# Index three docs
PUT classic_movies/_doc/1
{
  "title":"Jaws",
  "director":"Steven Spielberg"
}

PUT classic_movies/_doc/2
{
  "title":"Jaws II",
  "director":"Jeannot Szwarc"
}

PUT classic_movies/_doc/3
{
  "title":"Ready Player One",
  "director":"Steven Spielberg"
}

# Search for terms with director matching with the "path" value 
# from "classic_movies" index for a document with an ID as 3 (which is "Steven Spielberg)
GET classic_movies/_search
{
  "query": {
    "terms": {
      "director": {
        "index":"classic_movies",
        "id":"3",
        "path":"director"
      }
    }
  }
}

# This query to fetches two movies directored by Speilberg

# IDs query
GET movies/_search
{
  "query": {
    "ids": {
      "values": [10,4,6,8]
    }
  }
}

# Terms query fetching IDs
GET movies/_search
{
  "query": {
    "terms": {
    "_id":[10,4,6,8]
    }
  }
}

# Exists query
GET movies/_search
{
  "query": {
    "exists": {
      "field": "_id"
    }
  }
}

GET movies/_search
{
  "query": {
    "exists": {
      "field": "title"
    }
  }
}

#Fetching documents that miss a field by using bool query

PUT top_secret_files/_doc/1
{
  "code":"Flying Bird",
  "confidential":true
}

PUT top_secret_files/_doc/2
{
  "code":"Cold Rock"
}

GET top_secret_files/_search
{
  "query": {
    "bool": {
      "must_not": [
        {
          "exists": {
            "field": "confidential"
          }
        }
      ]
    }
  }
}

# Range query
GET movies/_search
{
  "query": {
    "range": {
      "rating": {
        "gte": 9.0,
        "lte": 9.5
      }
    }
  }
}

# Fetch movies after 1970 and sort them in asc order
GET movies/_search
{
  "query": {
    "range": {
      "release_date": {
        "gte": "01-01-1970"
      }
    }
  },
  "sort": [
    {
      "release_date": {
        "order": "asc"
      }
    }
  ]
}

# Range query with date math
# Before 13th Feb 1995
GET movies/_search
{
  "query": {
    "range": {
      "release_date": {
        "lte": "15-02-1995||-2d"
      }
    }
  }
}

# Released after 3rd march 2019
GET movies/_search
{
  "query": {
    "range": {
      "release_date": {
        "gte": "01-03-2019||-2d" 
      }
    }
  }
}
# Before 15-March-2022
GET movies/_search
{
  "query": {
    "range": {
      "release_date": {
        "lte": "17-03-2022||-2d"
      }
    }
  }
}

# Range query with date match using now 
# Movies from last 4 years
GET movies/_search
{
  "query": {
    "range": {
      "release_date": {
        "gte": "now-4y"
      }
    }
  }
}

# Between now and 4 years ago
GET movies/_search
{
  "query": {
    "range": {
      "release_date": {
        "gte": "now-4y",
        "lte":"now"
      }
    }
  }
}

# Wildcard Query with a wildcard at the end
GET movies/_search
{
  "query": {
    "wildcard": { 
      "title": {
        "value": "god*"
      }
    }
  }
}

# Wildcard Query with a wildcard in middle
GET movies/_search
{
  "_source": false, 
  "query": {
    "wildcard": { 
      "title": {
        "value": "g*d"
      }
    }
  },
  "highlight": {
    "fields": {
      "title": {}
    }
  }
}

GET movies/_search
{
  
  "query": {
    "wildcard": { 
      "title.original": {
        "value": "The God*"
      }
    }
  },
  "highlight": {
    "fields": {
      "title": {}
    }
  }
}

# Switch off the expensive queries
PUT _cluster/settings
{
  "transient": {
    "search.allow_expensive_queries": "false"
  }
}
GET movies/_mapping

# Prefix query 
GET movies/_search
{
  "query": {
    "prefix": {
      "genre.original": {
        "value": "Ad"
      }
    }
  },"highlight": {
   "fields": {"genre.original": {}} 
  }
}

# Searching for actors with "Mar" as prefix 
GET movies/_search
{
  "_source": false, 
  "query": {
    "prefix": {
      "actors.original": {
        "value": "Mar"
      }
    }
  },
  "highlight": {
    "fields": {
      "actors.original": {}
    }
  }
}

#Index prefixes
PUT boxoffice_hit_movies
{
  "mappings": {
    "properties": {
      "title":{
        "type": "text",
        "index_prefixes":{}
      }
    }
  }
}

PUT boxoffice_hit_movies/_doc/1
{
  "title":"Gladiator"
}

GET boxoffice_hit_movies/_search
{
  "query": {
    "prefix": {
      "title": {
        "value": "gla"
      }
    }
  }
}

#Index prefixes with custom prefix settings
PUT boxoffice_hit_movies_custom_prefix_sizes
{
  "mappings": {
    "properties": {
      "title":{
        "type": "text",
        "index_prefixes":{
          "min_chars":4, 
          "max_chars":10 
        }
      }
    }
  }
}

# Fuzzy query with edit distance of 1
GET movies/_search
{
  "query": {
    "fuzzy": {
      "genre": {
        "value": "rama",
        "fuzziness": 1
      }
    }
  },
  "highlight": {
    "fields": {
      "genre": {}
    }
  }
}

# Fuzzy query with dropping off middle letter
GET movies/_search
{
  "query": {
    "fuzzy": {
      "genre": {
        "value": "drma",
        "fuzziness": 1
      }
    }
  }
}

# Fuzzy query that has two letters missing
GET movies/_search
{
  "query": {
    "fuzzy": {
      "genre": {
        "value": "ama",
        "fuzziness": 2
      }
    }
  }
}


================================================
FILE: kibana_scripts/ch10_full_text_queries.txt
================================================
# Full-text queries
# BULK import books
## Copy the datasets/books.txt file into Kibana's DevTools and execute the bulk update

# Match queries

##Match all query
GET books/_search
{
  "query": {
    "match_all": {}
  }
}

GET books/_search
{
  "query": {
    "match": {
      "author": "Cay"
    }
  }
}

# Match query searching Java titles
GET books/_search
{
  "query": {
    "match": {
      "title": "Java"
    }
  }
}

# Match query searching for a set of words (like a sentence)
GET books/_search
{
  "query": {
    "match": {
      "title": {
        "query": "Java Complete Guide"
      }
    }
  },
  "highlight": {
    "fields": {
      "title": {}
    }
  }
}

# Same as above query but specifying OR operator explicitly
GET books/_search
{
  "query": {
    "match": {
      "title": {
        "query": "Java Complete Guide",
        "operator": "OR"
      }
    }
  }
}

# Specifying AND operator explicitly
GET books/_search
{
  "query": {
    "match": {
      "title": {
        "query": "Java Complete Guide",
        "operator": "AND"
      }
    }
  }
}

# Matching at least two words 
GET books/_search
{
  "query": {
    "match": {
      "title": {
        "query": "Java Complete Guide",
        "operator": "OR",
        "minimum_should_match": 2
      }
    }
  }
}

# Matching on an incorrect title (spelling mistake) - no results
GET books/_search
{
  "query": {
    "match": {
      "title": {
        "query": "Kava"
      }
    }
  }
}

# Matching on an incorrect title (spelling mistake) - with fuzziness- postive results
GET books/_search
{
  "query": {
    "match": {
      "title": {
        "query": "Kava",
        "fuzziness": 1
      }
    }
  }
}

# Match phrase query
GET books/_search
{
  "query": {
    "match_phrase": {
      "synopsis": "book for every Java programmer"
    }
  }
}

# Match phrase query with slop - missing one word
GET books/_search
{
  "query": {
    "match_phrase": {
      "synopsis": {
       "query": "book every Java programmer",
       "slop": 1
      }
    }
  }
}

# Match phrase query with jumbled up words will not work - even with slop
GET books/_search
{
  "query": {
    "match_phrase": {
      "synopsis": {
       "query": "for every Java programmer book",
       "slop": 1
      }
    }
  }
}

##Match all query with a pre-defined score
GET books/_search
{
  "query": {
    "match_all": {
      "boost": 2
    }
  }
}

# Match phrase prefix 
GET books/_search
{
  "query": {
    "match_phrase_prefix": {
      "tags": {
        "query": "concepts and found"
      }
    }
  },
  "highlight": {
    "fields": {
      "tags": {}
    }
  }
}
# Match phrase prefix with slop - omitting "and"
GET books/_search
{
  "query": {
    "match_phrase_prefix": {
      "tags": {
        "query": "concepts found",
        "slop":1
      }
    }
  }
}

# Multi-match query
GET books/_search
{
  "_source": false, 
  "query": {
    "multi_match": {
      "query": "Java",
      "fields": [
        "title",
        "synopsis",
        "tags"
      ]
    }
  },
  "highlight": {
    "fields": {
      "title": {},
      "tags": {}
    }
  }
}

# Best fields
GET books/_search
{
  "_source": false, 
  "query": {
    "multi_match": {
      "query": "Design Patterns",
      "type": "best_fields", 
      "fields": ["title","synopsis"]
    }
  }, "highlight": {
    "fields": {
      "tags": {},
      "title": {}
    }
  }
}

# Best fields - with a tie breaker
GET books/_search
{
  "_source": false, 
  "query": {
    "multi_match": {
      "query": "Design Patterns",
      "type": "best_fields", 
      "fields": ["title","synopsis"],
      "tie_breaker": 0.5
    }
  }, "highlight": {
    "fields": {
      "tags": {},
      "title": {}
    }
  }
}
# 6.9938974 + 0.5 *(2.9220228 2.7801032 2.6008778)

# dis_max query
GET books/_search
{
  "_source": false, 
  "query": {
    "dis_max": {
      "queries": [
        {"match": {"title": "Design Patterns"}},
        {"match": {"synopsis": "Design Patterns"}}]
    }
  }
}

# dis_max query
GET books/_search
{
  "_source": false, 
  "query": {
    "dis_max": {
      "queries": [
        {"match": {"title": "Design Patterns"}},
        {"match": {"synopsis": "Design Patterns"}}],
        "tie_breaker": 0.5
    }
  },
  "highlight": {
    "fields": {
      "title": {},
      "synopsis": {},
      "tags": {}
    }
  }
}

# Boosting individual queries
GET books/_search
{
  "query": {
    "multi_match": {
      "query": "C# guide",
      "fields": ["title^2", "tags"]
    }
  }
}

# Query string
GET books/_search
{
  "query": {
    "query_string": {
      "query": "author:Bert AND edition:2 and release_date>=2000-01-01"
    }
  }
}

# Query string with a no field specified
GET books/_search
{
  "query": {
    "query_string": {
      "query": "Patterns"
    }
  }, 
  "highlight": {
    "fields": {
      "title": {},
      "synopsis": {},
      "tags": {}
    }
  }
}

# Query string across multiple fields
GET books/_search
{
  "query": {
    "query_string": {
      "query": "Patterns",
      "fields": ["title","synopsis","tags"]
    }
  }
}

# Query string with a default field
GET books/_search
{
  "query": {
    "query_string": {
      "query": "Design Patterns",
      "default_field": "title"
    }
  }
}

# Query string with an AND operator
GET books/_search
{
  "query": {
    "query_string": {
      "query": "Design Patterns",
      "default_field": "title",
      "default_operator": "AND"
    }
  }
}

# Query string with a phrase
GET books/_search
{
  "query": {
    "query_string": {
      "query": "\"making the code better\"",
      "default_field": "synopsis"
    }
  }
}

# Query string with a phrase and a slop
GET books/_search
{
  "query": {
    "query_string": {
      "query": "\"making code better\"",
      "default_field": "synopsis",
      "phrase_slop": 1
    }
  }
}

# Query string with a fuzziness
GET books/_search
{
  "query": {
    "query_string": {
      "query": "Pattenrs~",
      "default_field": "title"
    }
  }
}

# Query string with a fuzziness with one edit distance
GET books/_search
{
  "query": {
    "query_string": {
      "query": "Pattenrs~1",
      "default_field": "title"
    }
  }
}


# Query string with a fuzziness with two corrections
GET books/_search
{
  "query": {
    "query_string": {
      "query": "tterns~",
      "default_field": "title"
    }
  }
}

# Illegal query
GET books/_search
{
  "query": {
    "query_string": {
      "query": "title::Java "
    }
  }
}

# Illegal query
GET books/_search
{
  "query": {
    "query_string": {
      "query": "title:Java\""
    }
  }
}

# Simple query string
GET books/_search
{
  "query": {
    "simple_query_string": {
      "query": "Java + Cay"
    }
  }
}

# Simple query string - no issue with the incorrect syntax
GET books/_search
{
  "query": {
    "simple_query_string": {
      "query": "title:Java\""
    }
  }
}

# Combined fields
GET books/_search
{
  "query": {
    "simple_query_string":{
      "query":"Java",
      "fields":["title","synopsis"]
    }
  }
}
# Combined fields
GET books/_search
{
  "query": {
    "combined_fields":{
      "query":"Java",
      "fields":["title","synopsis"]
    }
  }
}


================================================
FILE: kibana_scripts/ch11_compound_queries.txt
================================================
## Compound Queries

# Create products schema is here:
# https://github.com/madhusudhankonda/elasticsearch-in-action/blob/main/datasets/products_mapping.txt

# Create products schema
PUT products
{
  "mappings": {
    "properties": {
      "brand": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "colour": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "energy_rating": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "images": {
        "type": "text"
      },
      "model": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "overview": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "price": {
        "type": "double"
      },
      "product": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "resolution": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "size": {
        "type": "text"
      },
      "type": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "user_ratings": {
        "type": "double"
      }
    }
  }
}
# Index products using bulk API
# Prodcuts data is here: https://github.com/madhusudhankonda/elasticsearch-in-action/blob/main/datasets/products.txt

# Searching for TVs using bool query
GET products/_search
{
  "query": {
    "bool": { 
      "must": [ 
        {
          "match": { 
            "product": "TV"
          }
        }
      ]
    }
  }
}

# TVs in a price range
GET products/_search
{
  "query": {
    "bool": {
      "must": [ 
        {
          "match": { 
            "product": "TV"
          }
        },
        {
          "range": { 
            "price": {
              "gte": 700,
              "lte": 800
            }
          }
        }
      ]
    }
  }
}


# TVs in a price range with a particular colour
GET products/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "product": "TV"
          }
        },
        {
          "range": {
            "price": {
              "gte": 1000,
              "lte": 2000
            }
          }
        }, 
        {
          "terms": {
            "colour": [
              "silver",
              "black"
            ]
          }
        }
      ]
    }
  }
}

# TVs in a 4k resolution range with a particular colour
GET products/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "product": "TV"
          }
        },
        {
          "term": {
            "resolution": "4k"
          }
        }, 
        {
          "terms": {
            "colour": [
              "silver",
              "black"
            ]
          }
        }
      ]
    }
  }
}

## Searching for all TVs but not of specified brands
GET products/_search
{
 "query": {
   "bool": {
     "must_not": [
       {
         "terms": {
           "brand.keyword": [
             "Samsung",
             "Philips"
           ]
         }
       }
     ]
   }
 }
}

# Fetching only TVs for specifying the brand using must_not query clause
GET products/_search
{
 "query": {
   "bool": {
     "must_not": [
       {
         "terms": {
           "brand.keyword": [
             "Philips",
             "Samsung"
           ]
         }
       }
     ],
     "must": [
       {
         "match": {
           "product": "TV"
         }
       }
     ]
   }
 }
}

# Enhancing the must_not queries
GET products/_search
{
 "query": {
   "bool": {
     "must_not": [
       {
         "terms": {
           "brand.keyword": [
             "Philips",
             "Samsung"
           ]
         }
       },
       {
         "range": {
           "user_ratings": {
             "lte": 4.0
           }
         }
       },
       {
         "match": {
           "colour": "black"
         }
       }
     ],
     "must": [
       {
         "match": {
           "product": "TV"
         }
       },
       {
         "term": {
           "resolution": {
             "value": "4k"
           }
         }
       },
       {
         "range": {
           "price": {
             "gte": 500,
             "lte": 700
           }
         }
       }
     ]
   }
 }
}

## Should clause

# This will fetch eihter brand matching "LG" or product "TV"
GET products/_search
{
  "_source": ["product","brand", "overview","price"], 
  "query": {
    "bool": {
      "should": [
        {
          "range": {
            "price": {
              "gte": 500,
              "lte": 1000
            }
          }
        },
        {
          "match_phrase_prefix": {
            "overview": "4k ultra hd"
          }
        }
      ]
    }
  }
}

# This will fetch LG TVs using a must query - note the score
GET products/_search
{
  "_source": ["product","brand"], 
  "query": {
    "bool": {
      "must": [#A
        {
          "match": {
            "product": "TV"
          }
        },
        {
          "match": {
            "brand": "LG"
          }
        }

      ]
    }
  }
}

# Now, let's add the shoud clause - adding should clause boosts the score 
GET products/_search
{
  "_source": ["product","brand","overview", "price"], 
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "product": "TV"
          }
        },
        {
          "match": {
            "brand": "LG"
          }
        }
      ], 
      "should": [
        {
          "range": {
            "price": {
              "gte": 500,
              "lte": 1000
            }
          }
        },
        {
          "match_phrase_prefix": {
            "overview": "4k ultra hd"
          }
        }
      ]
    }
  }
}

# Adding should clause with minimu_should_match
GET products/_search
{ 
  "_source": ["product","brand","overview", "price","colour"], 
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "product": "TV"
          }
        },
        {
          "match": {
            "brand": "LG"
          }
        }
      ], 
      "should": [
        {
          "range": {
            "price": {
              "gte": 500,
              "lte": 1000
            }
          }
        },
        {
          "match": {
            "colour": "silver"
          }
        },
        {
          "match_phrase_prefix": {
            "overview": "4kk"
          }
        }
      ],
      "minimum_should_match": 1
    }
  }
}

# Filter clause
GET products/_search
{
  "_source": ["brand","product","colour"], 
  "query": {
    "bool": {
      "filter": [
        {
          "term": {
            "product.keyword": "TV"
          }
        },
        {
          "range": {
            "price": {
              "gte": 500,
              "lte": 1000
            }
          }
        }
      ]
    }
  }
}

# Filter clause with must
GET products/_search
{
  "_source": ["brand","product","colour","price"], 
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "brand": "LG"
          }
        }
      ], 
      "filter": [
        {
          "range": {
            "price": {
              "gte": 500,
              "lte": 1000
            }
          }
        }
      ]
    }
  }
}

#All clauses combined
GET products/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "brand": "LG"
          }
        }
      ],
      "must_not": [
        {
          "term": {
            "colour": "silver"
          }
        }
      ],
      "should": [
        {
          "match": {
            "energy_rating": "A++"
          }
        },
        {
          "term": {
            "type": "Fridge Freezer"
          }
        }
      ],
      "filter": [
        {
          "range": {
            "price": {
              "gte": 500,
              "lte": 1000
            }
          }
        }
      ]
    }
  }
}


#Named queries for "All clauses combined" query
GET products/_search
{
  "_source": ["product", "brand"], 
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "brand": {
              "query": "LG",
              "_name": "must_match_brand_query"
            }
          }
        }
      ],
      "must_not": [
        {
          "match": {
            "colour.keyword": {
              "query":"black",
              "_name":"must_not_colour_query"
            }
          }
        }
      ],
      "should": [
        {
          "term": {
            "type.keyword": {
              "value": "Frost Free Fridge Freezer",
              "_name":"should_term_type_query"
            }
          }
        },
        {
          "match": {
            "energy_rating": {
              "query": "A++",
              "_name":"should_match_energy_rating_query"
            }
          }
        }
      ],
      "filter": [
        {
          "range": {
            "price": {
              "gte": 500,
              "lte": 1000,
              "_name":"filter_range_price_query"
            }
          }
        }
      ]
    }
  }
}

#Constant score
GET products/_search
{
  "query": {
    "constant_score": {
      "filter": {
        "range": {
          "price": {
            "gte": 1000,
            "lte": 2000
          }
        }
      },
      "boost": 5.0
    }
  }
}

# Filter query
GET products/_search
{
  "query": {
    "bool": {
      "filter": [
        {
          "range": {
            "user_ratings": {
              "gte": 4,
              "lte": 5
            }
          }
        }
      ]
    }
  }
}

# Filter query 
GET products/_search
{
  "query": {
    "constant_score": {
      "filter": 
        {
          "range": {
            "user_ratings": {
              "gte": 4,
              "lte": 5
            }
          }
        },
      "boost": 5.0
    }
  }
}

# Bool query with a constant score
GET products/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "product": "TV"
          }
        },
        {
          "constant_score": {
            "filter": {
              "term": {
                "colour": "black"
              }
            },
            "boost": 3.5
          }
        }
      ]
    }
  }
}

# Bool query with a constant score
GET products/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "product": "TV"
          }
        }
      ],
      "should": [
        {
          "term": {
            "brand.keyword": {
              "value": "Samsung"
            }
          }
        },
        {
          "constant_score": {
            "filter": {
              "range": {
                "user_ratings": {
                  "gte": 4,
                  "lte": 5
                }
              }
            },
            "boost": 2.5
          }
        }
      ], "minimum_should_match": 1
    }
  }
}

# Boosting query
GET products/_search
{
  "size": 40, 
  "_source": ["product", "price","colour"], 
  "query": {
    "boosting": {
      "positive": {
        "term": {
          "product":"tv"
        }
      },
      "negative": {
        "range": {
          "price": {
            "gte": 2500
          }
        }
      },
      "negative_boost": 0.5
    }
  }
}

# Boosting query combined with bool queries
GET products/_search
{
  "size": 40, 
  "_source": ["product", "price","colour","brand"], 
  "query": {
    "boosting": {
      "positive": {
        "bool": {
          "must": [
            {
              "match": {
                "product": "TV"
              }
            }
          ]
        }
      },
      "negative": {
        "bool": {
          "must": [
            {
              "match": {
                "brand": "Sony"
              }
            }
          ]
        }
      },
      "negative_boost": 0.5
    }
  }
}

# Multi_match
GET products/_search
{
  "query": {
    "multi_match": {
      "query": "smart",
      "fields": ["type","overview"]
    }
  }, "highlight": {
    "fields": {
      "type": {},
      "overview": {}
    }
  }
}

GET products/_search
{
  "_source": ["type","overview"], 
  "query": {
    "dis_max": {
      "queries": [{
        "match": {
          "type": "smart tv"
        }
      },
      {
        "match": {
          "overview": "smart tv"
        }
      },
      {
        "match": {
          "product": "smart tv"
        }
      }],"tie_breaker": 0.5  
    }
  }
}

# Term search with a bog-standard term query - see the score:1.6376086
GET products/_search
{
  "query": {
    "term": {
      "product": {
        "value": "tv"
      }
    }
  }
}

#Function score - wraping the term query - score is 1.6376086

GET products/_search
{
  "query": {
    "function_score": {
      "query": {
        "term": {
          "product": "tv"
        }
      }
    }
  }
}

#Function score - random score
GET products/_search
{
  "query": {
    "function_score": {
      "query": {
        "term": {
          "product": "tv"
        }
       },
       "random_score": {}
    }
  }
}


#Function score - random score boosted by a factor
GET products/_search
{
  "query": {
    "function_score": {
      "query": {
        "term": {
          "product": "tv"
        }
      },
      "random_score": {},
      "boost": 3
    }
  }
}

#Function score - random score - with seed and field
GET products/_search
{
  "query": {
    "function_score": {
      "query": {
        "term": {
          "product": "tv"
        }
       },
       "random_score": {
         "seed": 10,
         "field":"user_ratings"
       }
    }
  }
}

#Function score - random score boosted by a factor
GET products/_search
{
  "query": {
    "function_score": {
      "query": {
        "term": {
          "product": "tv"
        }
      },
      "random_score": {},
      "boost": 3
    }
  }
}

#Function score - scripted score based on user_ratings value
GET products/_search
{
  "query": {
    "function_score": {
      "query": {
        "term": {
          "product": "tv"
        }
      },
      "script_score": {
        "script": {
          "source":"_score * doc['user_ratings'].value + params['goodluck_factor']",
          "params": {
            "goodluck_factor":10
          }
        }
      }
    }
  }
}

# Using script_score function to define a scoring function
GET products/_search
{
  "query": {
    "function_score": {
      "query": {
        "term": {
          "product": "tv"
        }
      },
      "script_score": {
        "script": {
          "source":"_score * doc['user_ratings'].value * params['factor']",
          "params": {
            "factor":3
          }
        }
      }
    }
  }
}

#Field value factor
GET products/_search
{
  "query": {
    "function_score": {
      "query": {
        "term": {
          "product": "tv"
        }
      },
      "field_value_factor": {
        "field": "user_ratings",
        "factor": 2,
        "modifier": "square"
      }
    }
  }
}

# Multiple functions made up of weight and field value factor functions
GET products/_search
{
  "query": {
    "function_score": {
      "query": {
        "term": {
          "product": "tv"
        }
      },
      "functions": [
        {
          "filter": {
            "term": {
              "brand": "LG"
            }
          },
          "weight": 3
        },
        {
          "filter": {
            "range": {
              "user_ratings": {
                "gte": 4.5,
                "lte": 5
              }
            }
          }, 
          "field_value_factor": {
            "field": "user_ratings", 
            "factor": 1.2,
            "modifier": "square"
          }
        }
      ],
      "score_mode": "avg",
      "boost_mode": "sum"
    }
  }
}
# Multiple functions - random score, weight and field value factor
GET products/_search
{
  "query": {
    "function_score": {
      "query": {
        "term": {
          "product": "tv"
        }
      },
      "functions": [
        {
          "filter": {
            "match": {
              "brand": "samsung"
            }
          },
          "random_score": {}
        },
        {
          "filter": {
            "match_phrase": {
              "overview": "4K ultra hd"
            }
          },
          "weight": 2
        },
        {
          "filter": {
            "range": {
              "user_ratings": {
                "gte": 4.5,
                "lte": 5
              }
            }
          },
          "field_value_factor": {
            "field": "user_ratings",
            "factor": 2,
            "modifier": "square"
          }
        }
      ],
      "score_mode": "avg",
      "boost_mode": "multiply"
    }
  }
}


================================================
FILE: kibana_scripts/ch12_advanced_queries.txt
================================================
# Advanced search: compound queries

# Creating mapping for bus_stops with geo_point type
PUT bus_stops
{
  "mappings": {
    "properties": {
      "name":{
        "type": "text"
      },
      "location":{
        "type": "geo_point"
      }
    }
  }
}

# As string (lat, lon)
POST bus_stops/_doc
{
  "name":"London Bridge Station",
  "location":"51.07, 0.08"
}

# As WKT point (lat, lon)
POST bus_stops/_doc
{
  "text": "London Victoria Station",
  "location" : "POINT (51.49 0.14)" 
}

# As location object
POST bus_stops/_doc
{
  "text": "Leciester Square Station",
  "location" : {
    "lon":-0.12,
    "lat":51.50
  }
}

# As an array (lon, lat)
POST bus_stops/_doc
{
  "text": "Westminster Station",
  "location" : [51.54, 0.23]
}

# As a geohash
POST bus_stops/_doc
{
  "text": "Hyde Park Station",
  "location" : "gcpvh2bg7sff"
}

# Create a mapping for restaurants
PUT restaurants
{
  "mappings": {
    "properties": {
      "name":{
        "type": "text"
      },
      "town_centre":{
        "type": "geo_point"
      },
      "location":{
        "type": "geo_point"
      },
      "category":{
        "type":"text"
      },
      "hygenie_rating":{
        "type": "short"
      },
      "borough":{
        "type":"text"
      }
    }
  }
}

## INDEX the restaurants dataset 
# Copy the contents from https://github.com/madhusudhankonda/elasticsearch-in-action/blob/main/datasets/london_restaurants.txt to here and execute the bulk API call.

# Matching restaurant locations in a georectangle using geo_bounding_box query
GET restaurants/_search
{
  "query": {
    "geo_bounding_box": {
      "location": {
        "top_left": { 
          "lat": 52,
          "lon": 0.2
        },
        "bottom_right": { 
          "lat": 49,
          "lon": 0.1
        }
      }
    }
  }
}

# Geo bounding box query
GET restaurants/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match_all": {}
        }
      ], 
    "filter":{
      "geo_bounding_box": {
        "location": {
          "top_left": {
            "lat": 52.00,
            "lon": 0.20
          },
          "bottom_right": {
            "lat": 49.00,
            "lon": 0.10
          }
        }
      }
    }
    }
  }
}

# Geo bounding box query - location lon/lat as an array
# Note the array takes in lat followed by lon whereas the above query takes the opposite way

GET restaurants/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match_all": {}
        }
      ],
      "filter": [
        {
          "geo_bounding_box": {
            "location": {
              "top_left": [ 0.04, 52.00],
              "bottom_right": [0.08, 49]
            }
          }
        }
      ]
    }
  }
}

# WKT (well known text)
GET restaurants/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match_all": {}
        }
      ],
      "filter": [
        {
          "geo_bounding_box": {
            "location": {
              "wkt":"BBOX(0.08, 0.04, 52.00, 49.00)"
            }
          }
        }
      ]
    }
  }
}

# Geoshapes

PUT cafes
{
  "mappings": {
    "properties": {
      "name":{
        "type": "text"
      },
      "address": {
        "type": "geo_shape"
      }
    }
  }
}

# Indexing a cafe in GeoJSON format
PUT cafes/_doc/1
{
  "name":"Costa Coffee",
  "address" : {
    "type" : "Point",
    "coordinates" : [0.17, 51.57]
  }
}

# Indexing a cafe in WKT format
PUT /cafes/_doc/2
{
  "name":"Costa Coffee",
  "address" : "POINT (0.17 51.57)"
}

# Matching restaurants in a georectangle
GET restaurants/_search
{
  "query": {
    "geo_bounding_box": {
      "location": {
        "top_left": { 
          "lat": 52,
          "lon": 0.2
        },
        "bottom_right": { 
          "lat": 49,
          "lon": 0.1
        }
      }
    }
  }
}

# Geo bounding query on a geo_shape field
GET cafes/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match_all": {}
        }
      ],
      "filter": [
        {
          "geo_bounding_box": {
            "address": {
              "top_left": {
              "lat": 52.00,
              "lon": 0.04
            },
            "bottom_right": {
              "lat": 49.00,
              "lon": 0.20
            }
            }
          }
        }
      ]
    }
  }
}

# Geoquery with location represented as WKT 
GET restaurants/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match_all": {}
        }
      ],
      "filter": [
        {
          "geo_bounding_box": {
            "location": {
              "wkt":"BBOX(0.08, 0.04, 52.00, 49.00)"
            }
          }
        }
      ]
    }
  }
}


GET restaurants/_search
#Geo distance query
GET restaurants/_search
{
  "query": {
    "geo_distance": {
      "distance": "175 km",
      "location": {
        "lat": 50.00,
        "lon": 0.10
      }
    }
  }
}

GET cafes/_search
{
  "query": {
    "geo_distance": {
      "distance": "175 km",
      "address": {
        "lat": 50.00,
        "lon": 0.10
      }
    }
  }
}

#Geo shape query
GET cafes/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match_all": {}
        }
      ],
      "filter": [
        {
          "geo_shape": {
            "address": {
              "shape": {
                "type": "envelope",
                "coordinates": [
                  [
                    0.1,
                    55
                  ],
                  [
                    1,
                    45
                  ]
                ]
              },
              "relation": "within"
            }
          }
        }
      ]
    }
  }
}

#Shape queries

#Mapping for a floor_area field as shape data types
PUT floors
{
  "mappings": {
    "properties": {
      "floor_area":{
        "type": "shape"
      }
    }
  }
}

# Indexing a point
PUT floors/_doc/1
{
  "floor_area":{
    "type":"point",
    "coordinates":[12,14]
  }
}

PUT floors/_doc/2
{
  "floor_area":{
    "type":"multipoint",
    "coordinates":[[12,14],[13,16]]
  }
}


GET floors/_search
{
  "query": {
    "shape":{
      "floor_area":{
        "shape":{
          "type":"envelope",
          "coordinates":[[10,16],[14,10]]
        }
      }
    }
  }
}
DELETE myshapes
#Mapping for a shape field as shape data types
PUT myshapes
{
  "mappings": {
    "properties": {
      "name":{
        "type": "text"
      },
      "myshape":{
        "type": "shape"
      }
    }
  }
}

# Indexing a point
PUT myshapes/_doc/1
{
  "name":"A point",
  "myshape":{
    "type":"point",
    "coordinates":[12,14]
  }
}

# Indexing a multipoint
PUT myshapes/_doc/2
{
  "name":"A multipoint shape",
  "myshape":{
    "type":"multipoint",
    "coordinates":[[12,14],[13,16]]
  }
}

# Searching for the shapes in the bounds constructed by the envelope
GET myshapes/_search
{
  "query": {
    "shape":{
      "myshape":{
        "shape":{
          "type":"envelope",
          "coordinates":[[10,16],[14,10]]
        }
      }
    }
  }
}

# Span queries
PUT quotes
{
  "mappings": {
    "properties": {
      "author":{
        "type": "text"
      },
      "quote":{
        "type": "text"
      }
    }
  }
}

# Index a quote
PUT quotes/_doc/1
{
  "author":"Isaac Newton",
  "quote":"Plato is my friend Aristotle is my friend but my greatest friend is truth."
}

# Fetch the document with the given term in the first n (end) number of spans
GET quotes/_search
{
  "query": {
    "span_first": {
      "match": {
        "span_term": {
          "quote": "aristotle"
        }
      },
      "end": 5
    }
  }
}

# Span near query 
GET quotes/_search
{
  "query": {
    "span_near": {
      "clauses": [
        {
          "span_term": {
            "quote": "plato"
          }
        },
        {
          "span_term": {
            "quote":  "aristotle"
          }
        }
      ],
      "slop": 3, 
      "in_order": true
    }
  }
}

# Span near query wiht three clauses
GET quotes/_search
{
  "query": {
    "span_near": {
      "clauses": [
        {
          "span_term": {
            "quote": "plato"
          }
        },
        {
          "span_term": {
            "quote":  "aristotle"
          }
        },
        {
          "span_term": {
            "quote":  "truth"
          }
        }
      ],
      "slop": 20, 
      "in_order": true
    }
  }
}

# Span within - friend between plato and aristotle
GET quotes/_search
{
  "query": {
    "span_within": {
      "little": {
        "span_term": {
          "quote": "friend"
        }
      },
      "big": {
        "span_near": {
          "clauses": [
            {
              "span_term": {
                "quote": "plato"
              }
            },
            {
              "span_term": {
                "quote": "aristotle"
              }
            }
          ],
          "slop": 3,
          "in_order": true
        }
      }
    }
  }
}

# Span within - aristotle between friend and friend
GET quotes/_search
{
  "query": {
    "span_within": {
      "little": {
        "span_term": {
          "quote": "aristotle"
        }
      },
      "big": {
        "span_near": {
          "clauses": [
            {
              "span_term": {
                "quote": "friend"
              }
            },
            {
              "span_term": {
                "quote": "friend"
              }
            }
          ],
          "slop": 4,
          "in_order": true
        }
      }
    }
  }
}


GET quotes/_search
{
  "query": {
    "span_within": {
      "little": {
        "span_term": {
          "quote": "aristotle"
        }
      },
      "big": {
        "span_near": {
          "clauses": [
            {
              "span_term": {
                "quote": "friend"
              }
            },
            {
              "span_term": {
                "quote": "friend"
              }
            },
            {
              "span_term": {
                "quote": "truth"
              }
            }
            
          ],
          "slop": 20,
          "in_order": true
        }
      }
    }
  }
}

# Span-or query

GET quotes/_search
{
  "query": {
    "span_or": {
      "clauses": [
        {
          "span_term": {
            "quote": "plato"
          }
        },
        {
          "span_term": {
            "quote": "friend"
          }
        },
        {
          "span_term": {
            "quote": "aristotle"
          }
        }
      ]
    }
  }
}

# Specialized queries
## Distance_feature query for geo_point field

## Creating a universities index with geo_point attribute

PUT universities
{
  "mappings": {
    "properties": {
      "name":{
        "type": "text"
      },
      "location":{
        "type": "geo_point"
      }
    }
  }
}

# Indexing few universities
PUT universities/_doc/1
{
  "name":"London School of Economics (LSE)",
  "location":[0.1165, 51.5144]
}

PUT universities/_doc/2
{
  "name":"Imperial College London",
  "location":[0.1749, 51.4988]
}

PUT universities/_doc/3
{
  "name":"University of Oxford",
  "location":[1.2544, 51.7548]
}

PUT universities/_doc/4
{
  "name":"University of Cambridge",
  "location":[0.1132, 52.2054]
}

# Searching for universities nearer to London Bridge - returns LSE
GET universities/_search
{
  "query": {
    "distance_feature": {
      "field": "location",
      "origin": [-0.0860, 51.5048],
      "pivot": "10 km"
    }
  }
}

# Nearer to Knightsbridge - returns Imperial college
GET universities/_search
{
  "query": {
    "distance_feature": {
      "field": "location",
      "origin": [0.1604, 51.5016],
      "pivot": "10 km"
    }
  }
}

## Distance_feature query for date field

# Creating an iPhone index with release_date field
PUT iphones
{
  "mappings": {
    "properties": {
      "name":{
        "type": "text"
      },
      "release_date":{
        "type": "date",
        "format": "dd-MM-yyyy"
      }
    }
  }
}

GET iphones/_mapping

# Indexing a few documents
PUT iphones/_doc/1
{ 
  "name":"iPhone",
  "release_date":"29-06-2007"
}

PUT iphones/_doc/2
{
  "name":"iPhone 12",
  "release_date":"23-10-2020"
}

PUT iphones/_doc/3
{
  "name":"iPhone 13",
  "release_date":"24-09-2021"
}

PUT iphones/_doc/4
{
  "name":"iPhone 12 Mini",
  "release_date":"13-11-2020"
}

GET iphones/_search
# Searching for iphones - boost those that were released 30 days around 1st-september-2021
GET iphones/_search
{
  "query": {
    "distance_feature": {
      "field": "release_date",
      "origin": "01-09-2021",
      "pivot": "30 d"
    }
  }
}

# Searching for iphones - in a bool query (just to see the score)
GET iphones/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "name": "12"
          }
        }
      ]
    }
  }
}

# Searching for iphones - in a bool query - with a distance_feature should query
  
GET iphones/_search
{
  "query": {
    "bool": {
      "must": [
        {
          "match": {
            "name": "12"
          }
        }
      ],
      "should": [
        {
          "distance_feature": {
            "field": "release_date",
            "origin": "12-11-2020",
            "pivot": "2 d"
          }
        }
      ]
    }
  }
}

# More like this query

## More like this query on quotes index
PUT quotes/_doc/1
{
  "autor":"Isaac Newton",
  "quote":"Plato is my friend Aristotle is my friend but my greatest friend is truth.",
  "type":"truth"
}

PUT quotes/_doc/2
{
  "autor":"Oscar Wilde",
  "quote":"The truth is rarely pure and simple",
  "type":"truth"
}

PUT quotes/_doc/3
{
  "autor":"Mark Twain",
  "quote":"If you tell the truth, you don't have to remember anything",
  "type":"truth"
}

PUT quotes/_doc/4
{
  "autor":"Albert Einstien",
  "quote":"Imagination is more important than Knowledge",
  "type":"imagination"
}

PUT quotes/_doc/5
{
  "autor":"Muhammed Ali",
  "quote":"The man who has no imagination has no wings",
  "type":"imagination"
}

# More like this search query
GET quotes/_search
{
  "query": {
    "more_like_this": {
      "fields": [
        "type","quote"
      ],
      "like": "no imagination has no wings",
      "min_term_freq": 1,
      "max_query_terms": 12,
      "min_doc_freq":1
    }
  }
}

# More like this query on profiles index
PUT profiles/_doc/1
{
  "name":"John Smith",
  "profile":"John Smith is a capable carpenter"
}

PUT profiles/_doc/2
{
  "name":"John Smith Patterson",
  "profile":"John Smith Patterson is a pretty plumber"
}

PUT profiles/_doc/3
{
  "name":"Smith Sotherby",
  "profile":"Smith Sotherby is a gentle painter"
}
PUT profiles/_doc/4
{
  "name":"Frances Sotherby",
  "profile":"Frances Sotherby is a gentleman"
}

# More like this search query
GET profiles/_search
{
  "query": {
    "more_like_this": {
      "fields": [
        "name", "profile"
      ],
      "like": "Sotherby",
      "min_term_freq": 1,
      "max_query_terms": 12,
      "min_doc_freq":1
    }
  }
}

# More like this on tech_books 
PUT tech_books/_doc/1
{
  "name":"Effective Java",
  "tags":["Java","Software engineering", "Programming"]
}

PUT tech_books/_doc/2
{
  "name":"Python crash course",
  "tags":["Python","Software engineering", "Programming"]
}

PUT tech_books/_doc/3
{
  "name":"Java Core Fundamentals",
  "tags":["Java","Software"]
}

# More like this search query
GET tech_books/_search
{
  "query": {
    "more_like_this": {
      "fields": [
        "name","tags"
      ],
      "like": "programming",
      "min_doc_freq": 1, 
      "min_term_freq": 1,
      "max_query_terms": 12
    }
  }
}

# More like this query on iphones index
GET iphones/_search
{
  "query": {
    "more_like_this": {
      "fields": [
        "name"
      ],
      "like": "12",
      "min_term_freq": 1,
      "max_query_terms": 12,
      "min_doc_freq": 1
    }
  }
}

# Pinned query
GET iphones/_search
{
  "query": {
    "pinned":{
      "ids":["1","3"],
      "organic":{
        "match":{
          "name":"12"
        }
      }
    }
  }
}

## More like this query on quotes index
PUT quotes/_doc/1
{
  "autor":"Isaac Newton",
  "quote":"Plato is my friend Aristotle is my friend but my greatest friend is truth.",
  "type":"truth"
}

PUT quotes/_doc/2
{
  "autor":"Oscar Wilde",
  "quote":"The truth is rarely pure and simple",
  "type":"truth"
}

PUT quotes/_doc/3
{
  "autor":"Mark Twain",
  "quote":"If you tell the truth, you don't have to remember anything",
  "type":"truth"
}

PUT quotes/_doc/4
{
  "autor":"Albert Einstien",
  "quote":"Imagination is more important than Knowledge",
  "type":"imagination"
}

PUT quotes/_doc/5
{
  "autor":"Muhammed Ali",
  "quote":"The man who has no imagination has no wings",
  "type":"imagination"
}

# More like this search query
GET quotes/_search
{
  "query": {
    "more_like_this": {
      "fields": [
        "type","quote"
      ],
      "like": "no imagination has no wings",
      "min_term_freq": 1,
      "max_query_terms": 12,
      "min_doc_freq":1
    }
  }
}

# More like this query on profiles index
PUT profiles/_doc/1
{
  "name":"John Smith",
  "profile":"John Smith is a capable carpenter"
}

PUT profiles/_doc/2
{
  "name":"John Smith Patterson",
  "profile":"John Smith Patterson is a pretty plumber"
}

PUT profiles/_doc/3
{
  "name":"Smith Sotherby",
  "profile":"Smith Sotherby is a gentle painter"
}
PUT profiles/_doc/4
{
  "name":"Frances Sotherby",
  "profile":"Frances Sotherby is a gentleman"
}

# More like this search query
GET profiles/_search
{
  "query": {
    "more_like_this": {
      "fields": [
        "name", "profile"
      ],
      "like": "Sotherby",
      "min_term_freq": 1,
      "max_query_terms": 12,
      "min_doc_freq":1
    }
  }
}

# Percolator queries
PUT tech_books/_doc/1
{
  "name":"Effective Java",
  "tags":["Java","Software engineering", "Programming"]
}

PUT tech_books/_doc/2
{
  "name":"Elasticsearch in Action",
  "tags":["Elasticsearch","Software engineering", "Programming"]
}

PUT tech_books/_doc/3
{
  "name":"Java Core Fundamentals",
  "tags":["Java","Software"]
}

GET tech_books/_search
{
  "query": {
    "match": {
      "name": "Python"
    }
  }
}

PUT tech_books_percolator
{
  "mappings": {
    "properties": {
      "query": {
        "type": "percolator"
      },
      "name": {
        "type": "text"
      },
      "tags": {
        "type": "text"
      }
    }
  }
}

PUT tech_books_percolator/_doc/1
{
  "query" : {
    "match":{
      "name":"Python"
    }
  }
}
PUT tech_books/_doc/4
{
  "name":"Python in Action",
  "tags":["Python","Software Programming"]
}

GET tech_books_percolator/_search
{
  "query": {
    "percolate": {
      "field": "query",
      "document": {
        "name":"Python in Action",
        "tags":["Python","Software Programming"]
      }
    }
  }
}

GET tech_books_percolator/_search
{
  "query": {
    "percolate": {
      "field": "query",
      "document": {
        "name":"Python in Action"
      }
    }
  }
}

# More like this search query
GET tech_books/_search
{
  "query": {
    "more_like_this": {
      "fields": [
        "name","tags"
      ],
      "like": "programming",
      "min_doc_freq": 1, 
      "min_term_freq": 1,
      "max_query_terms": 12
    }
  }
}

# More like this query on iphones index
GET iphones/_search
{
  "query": {
    "more_like_this": {
      "fields": [
        "name"
      ],
      "like": "12",
      "min_term_freq": 1,
      "max_query_terms": 12,
      "min_doc_freq": 1
    }
  }
}



================================================
FILE: kibana_scripts/ch13_aggregations.txt
================================================
# Aggregations

## Bulk indexing TV sales 

PUT tv_sales/_bulk
{"index":{"_id":"1"}}
{"brand": "Samsung","name":"UHD TV","size_inches":65,"price_gbp":1400,"sales":17}
{"index":{"_id":"2"}}
{"brand":"Samsung","name":"UHD TV","size_inches":45,"price_gbp":1000,"sales":11}
{"index":{"_id":"3"}}
{"brand":"Samsung","name":"UHD TV","size_inches":23,"price_gbp":999,"sales":14}
{"index":{"_id":"4"}}
{"brand":"LG","name":"8K TV","size_inches":65,"price_gbp":1499,"sales":13}
{"index":{"_id":"5"}}
{ "brand":"LG","name":"4K TV","size_inches":55,"price_gbp":1100,"sales":31}
{"index":{"_id":"6"}}
{"brand":"Philips","name":"8K TV","size_inches":65,"price_gbp":1800,"sales":23}
{"index":{"_id":"7"}}
{"name":"8K TV","size_inches":65,"price_gbp":2000,"sales":23}
{"index":{"_id":"9"}}
{"name":"8K TV","size_inches":65,"price_gbp":2000,"sales":23,"best_seller":true}
{"index":{"_id":"10"}}
{"name":"4K TV","size_inches":75,"price_gbp":2200,"sales":14,"best_seller":false}

# METRIC Aggregations

# Finding the number of documents using value_count metric
GET tv_sales/_search
{
  "size": 0, 
  "aggs": {
    "total-values": {
      "value_count": {
        "field": "brand.keyword"
      }
    }
  }
}

# Finding the average price of the mobile
GET tv_sales/_search
{
  "size": 0, 
  "aggs": {
    "tv_average_price": {
      "avg": {
        "field": "price_gbp"
      }
    }
  }
}

#Average sales

GET tv_sales/_search
{
  "size": 0, 
  "aggs": {
    "average_price": {
      "avg": {
        "field": "sales"
      }
    }
  }
}

# Sum of all the TVs
GET tv_sales/_search
{
  "size": 0, 
  "aggs": {
    "tv_total_price": {
      "sum": {
        "field": "price_gbp"
      }
    }
  }
}

# Top price of a TV amongst all TVs
GET tv_sales/_search
{
  "aggs": {
    "tv_top_price": {
      "min": {
        "field": "price_gbp"
      }
    }
  }
}

# Best seller TV (maximum sales)
GET tv_sales/_search
{
  "size": 0, 
  "aggs": {
    "tv_sales": {
      "max": {
        "field": "sales"
      }
    }
  }
}

# minimum metric What's the lowest price we have in our index? 
GET tv_sales/_search
{
  "size": 0,
  "aggs": {
    "lowest_price": {
      "min": {
        "field": "price_gbp"
      }
    }
  }
}

#All stats
GET tv_sales/_search
{
  "size": 0,
  "aggs": {
    "all_stats":{
      "stats": {
        "field": "price_gbp"
      }
    }
  }
}

#Extended stats
GET tv_sales/_search
{
  "size": 0,
  "aggs": {
    "extended_stats":{
      "extended_stats": {
        "field": "price_gbp"
      }
    }
  }
}

# Cardinality - unique values of a given field
GET tv_sales/_search
{
  "size": 0,
  "aggs": {
    "unique_tvs": {
      "cardinality": {
        "field": "brand.keyword"
      }
    }
  }
}

# BUCKET Aggregations

## To index books, copy : https://github.com/madhusudhankonda/elasticsearch-in-action/blob/main/datasets/books.txt

# Histogram agg
GET books/_search
{
  "size": 0, 
  "aggs": {
    "ratings_histogram": {
      "histogram": {
        "field": "amazon_rating",
        "interval": 1
      }
    }
  }
}

# Histogram on dates - using calendar_interval
GET books/_search
{
  "size":0,
  "aggs": {
    "release_date_histogram": {
      "date_histogram": {
        "field": "release_date",
        "calendar_interval": "year"
      }
    }
  }
}

# Histogram on with one year interval same as the above
GET books/_search
{
  "size":0,
  "aggs": {
    "release_date_histogram": {
      "date_histogram": {
        "field": "release_date",
        "calendar_interval": "1y"
      }
    }
  }
}

# ERROR: Histogram on dates - using calendar_interval with 4q (NOT ALLOWED)
GET books/_search
{
  "size":0,
  "aggs": {
    "release_date_histogram": {
      "date_histogram": {
        "field": "release_date",
        "calendar_interval": "4q"
      }
    }
  }
}

# Histogram on with one a fixed interval of 2 years (730 days)
GET books/_search
{
  "size":0,
  "aggs": {
    "release_date_histogram": {
      "date_histogram": {
        "field": "release_date",
        "fixed_interval": "730d"
      }
    }
  }
}

# Note the bucket key when using calendar_interval as a year vs fixed_interval as 365d:

GET books/_search
{
  "size":0,
  "aggs": {
    "release_date_histogram": {
      "date_histogram": {
        "field": "release_date",
        "calendar_interval": "1y"
      }
    }
  }
}

GET books/_search
{
  "size":0,
  "aggs": {
    "release_date_histogram": {
      "date_histogram": {
        "field": "release_date",
        "fixed_interval": "365d"
      }
    }
  }
}
# Child (nested) data historgram
GET books/_search
{
  "size":0,
  "aggs": {
    "release_date_histogram": {
      "date_histogram": {
        "field": "release_date",
        "calendar_interval": "1y"
      },
      "aggs": {
        "avg_rating_per_bucket": {
          "avg": {
            "field": "amazon_rating"
          }
        }
      }
    }
  }
}


# Child (nested) data historgram
GET tv_sales/_search?size=0
{
  "aggs": {
    "sales_histogram": {
      "histogram": {
        "field": "sales",
        "interval": "10"
      },
      "aggs": {
        "total_sum": {
          "sum": {
            "field": "price_gbp"
          }
        }
      }
    }
  }
}

## RANGE aggregation
GET books/_search
{
  "size": 0,
  "aggs": {
    "book_ratings_range": {
      "range": {
        "field": "amazon_rating",
        "ranges": [
          {
            "from": 1,
            "to": 4
          },
          {
            "from": 4,
            "to": 5
          }
          
        ]
      }
    }
  }
}

# Terms aggregation
GET books/_search?size=0
{
  "aggs": {
    "author_book_count": {
      "terms": {
        "field": "author.keyword"
      }
    }
  }
}

# Terms aggregation with a custom size
GET books/_search?size=0
{
  "aggs": {
    "author_book_count": {
      "terms": {
        "field": "author.keyword",
        "size": 25
      }
    }
  }
}

# Multi-terms: fetching documents with author and title 
GET books/_search?size=0
{
  "aggs": {
    "author_title_map": {
      "multi_terms": {
        "terms": [
          {
            "field": "author.keyword"
          },
          {
            "field": "title.keyword"
          }
        ]
      }
    }
  }
}

#Significant terms:
GET books/_search
GET books/_search?size=0
{
  "aggs": {
    "NAME": {
      "significant_terms": {
        "field": "title.keyword"
      }
    }
  }
}

## Pipeline Aggregations

PUT coffee_sales/_doc/1
{
  "date":"2022-09-01",
  "sales":{
    "cappuccino":23,
    "latte":12,
    "americano":9,
    "tea":7
  },
  "price":{
    "cappuccino":2.50,
    "latte":2.40,
    "americano":2.10,
    "tea":1.50
  }
}

PUT coffee_sales/_doc/2
{
  "date":"2022-09-02",
  "sales":{
    "cappuccino":40,
    "latte":16,
    "americano":19,
    "tea":15
  },
  "price":{
    "cappuccino":2.50,
    "latte":2.40,
    "americano":2.10,
    "tea":1.50
  }
}

# Peak time coffee sales
PUT peak_coffee_sales/_doc/1
{
  "date":"2022-09-01",
  "hour":7,
  "sales":{
    "cappuccino":123,
    "latte":123,
    "americano":95,
    "tea":37
  }
}

PUT peak_coffee_sales/_doc/2
{
  "date":"2022-09-01",
  "hour":8,
  "sales":{
    "cappuccino":243,
    "latte":428,
    "americano":149,
    "tea":60
  }
}

PUT peak_coffee_sales/_doc/3
{
  "date":"2022-09-01",
  "hour":9,
  "sales":{
    "cappuccino":199,
    "latte":132,
    "americano":85,
    "tea":34
  }
}

PUT peak_coffee_sales/_doc/1
{
  "date":"2022-09-02",
  "hour":7,
  "sales":{
    "cappuccino":223,
    "latte":323,
    "americano":195,
    "tea":97
  }
}

PUT peak_coffee_sales/_doc/2
{
  "date":"2022-09-02",
  "hour":8,
  "sales":{
    "cappuccino":443,
    "latte":628,
    "americano":749,
    "tea":402
  }
}

PUT peak_coffee_sales/_doc/3
{
  "date":"2022-09-02",
  "hour":9,
  "sales":{
    "cappuccino":328,
    "latte":272,
    "americano":192,
    "tea":93
  }
}

# Coffee sales without a pipeline agg:
GET coffee_sales/_search
{
  "size": 0, 
  "aggs": {
    "coffee_sales_by_day": {
      "date_histogram": {
        "field": "date",
        "calendar_interval": "1d"
      },
      "aggs": {
        "cappucino_sales": {
          "sum": {
            "field": "sales.cappuccino"
          }
        }
      }
    }
  }
}

# Two sigbling aggregations
GET coffee_sales/_search
{
  "size": 0,
  "aggs": {
    "coffee_date_histogram": {
      "date_histogram": {
        "field": "date",
        "calendar_interval": "1d"
      }
    },
    "total_sale_of_americanos":{
      "sum": {
        "field": "sales.americano"
      }
    }
  }
}

# Two sigbling aggregations
GET coffee_sales/_search
{
  "size": 0,
  "aggs": {
    "coffee_date_histogram": {
      "date_histogram": {
        "field": "date",
        "calendar_interval": "1d"
      },
      "aggs": {
        "total_sum_americano": {
          "sum": {
            "field": "price.americano"
          }
        },
        "cum_sum": {
          "cumulative_sum": {
            "buckets_path": "total_sum_americano"
          }
        }
      }
    },
    "total_sale_of_americanos": {
      "sum": {
        "field": "sales.americano"
      }
    }
  }
}

# Cumulative sum of cappuccinos sold
GET coffee_sales/_search
{
  "size": 0,
  "aggs": {
    "sales_by_coffee": {
      "date_histogram": {
        "field": "date",
        "calendar_interval": "1d"
      },
      "aggs": {
        "cappuccino_sales": {
          "sum": {
            "field": "sales.cappuccino"
          }
        },
        "total_cappuccinos": {
          "cumulative_sum": {
            "buckets_path": "cappuccino_sales"
          }
        }
      }
    }
  }
}

# Max sum of cappuccinos sold
GET coffee_sales/_search
{
  "size": 0,
  "aggs": {
    "sales_by_coffee": {
      "date_histogram": {
        "field": "date",
        "calendar_interval": "1d"
      },
      "aggs": {
        "cappuccino_sales": {
          "sum": {
            "field": "sales.cappuccino"
          }
        }
      }
    },
    "highest_cappuccino_sales_bucket":{
      "max_bucket": {
        "buckets_path": "sales_by_coffee>cappuccino_sales"
      }
    }
  }
}

# Min sum of cappuccinos sold
GET coffee_sales/_search
{
  "size": 0,
  "aggs": {
    "sales_by_coffee": {
      "date_histogram": {
        "field": "date",
        "calendar_interval": "1d"
      },
      "aggs": {
        "cappucino_sales": {
          "sum": {
            "field": "sales.cappuccino"
          }
        }
      }
    },
    "lowest_cappucino_sales_bucket":{
      "min_bucket": {
        "buckets_path": "sales_by_coffee>cappucino_sales"
      }
    }
  }
}

# Sum of cappuccinos sold
GET coffee_sales/_search
{
  "size": 0,
  "aggs": {
    "sales_by_coffee": {
      "date_histogram": {
        "field": "date",
        "calendar_interval": "1d"
      },
      "aggs": {
        "cappucino_sales": {
          "sum": {
            "field": "sales.cappuccino"
          }
        }
      }
    },
    "top_bucket":{
      "sum_bucket": {
        "buckets_path": "sales_by_coffee>cappucino_sales"
      }
    }
  }
}


================================================
FILE: kibana_scripts/ch13_aggregations_index.txt
================================================
PUT mobile_phones
{
  "mappings": {
    "properties": {
      "3G": {
        "type": "boolean"
      },
      "4G": {
        "type": "boolean"
      },
      "battery_capacity_mAh": {
        "type": "long"
      },
      "bluetooth": {
        "type": "boolean"
      },
      "brand": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "front_camera": {
        "type": "long"
      },
      "gps": {
        "type": "boolean"
      },
      "id": {
        "type": "long"
      },
      "internal_storage_GB": {
        "type": "integer"
      },
      "model": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "name": {
        "type": "text",
        "fields": {
          "keyword": {
            "type": "keyword",
            "ignore_above": 256
          }
        }
      },
      "number_of_sims": {
        "type": "byte"
      },
      "operating_system": {
        "type": "text"
      },
      "price_gbp": {
        "type": "float"
      },
      "price_usd": {
        "type": "float"
      },
      "processor": {
        "type": "byte"
      },
      "ram_memory_mb": {
        "type": "long"
      },
      "rear_camera": {
        "type": "long"
      },
      "resolution_x": {
        "type": "long"
      },
      "resolution_y": {
        "type": "long"
      },
      "screen_size_inches": {
        "type": "float"
      },
      "touchscreen": {
        "type": "boolean"
      },
      "wifi": {
        "type": "boolean"
      }
    }
  }
}


================================================
FILE: kibana_scripts/ch14_administration.txt
================================================
# Chapter 14: Adminstration

PUT chats
{
  "settings": {
    "number_of_shards": 1, 
    "number_of_replicas": 1
  }
}

GET _cluster/allocation/explain
{
  "index": "chats",
  "shard": 0,
  "primary": false
}

GET chats/_settings

PUT chats/_settings
{
  "number_of_replicas": 2
}

# Register a shanshot - make sure path.repo is set in the elasticsearch.yml file - check Chapter 14
PUT _snapshot/es_cluster_snapshot_repository
{
  "type": "fs",
  "settings": {
    "location": "/volumes/es_snapshots"
  }
}
PUT _snapshot/es_cluster_snapshot_repository
{
  "type": "fs",
  "settings": {
    "location": "/tmp/es_snapshots"
  }
}

# Creating a custom snapshot to backup only movies and reviews indices
PUT _snapshot/es_cluster_snapshot_repository/custom_prod_snapshots
{
  "indices": ["*movies*","*reviews*"]
}

# Taking a snapshot with some metadata
PUT _snapshot/es_cluster_snapshot_repository/custom_prod_snapshots_with_metadata
{
  "indices": ["*movies*","*reviews*", "-*.old"],
  "metadata":{
    "reason":"user request",
    "incident_id":"ID12345",
    "user":"mkonda"
  }
}

# Fetch snapshot repository
GET _snapshot

# Get the snapshot status
GET _snapshot/_status

# GEt the status of the current snapshot
GET _snapshot/es_cluster_snapshot_repository/_current

# Restoring

POST _snapshot/es_cluster_snapshot_repository/custom_prod_snapshots/_restore
{
  "indices":["*movies*"]
}

# DELETE a snapshot

DELETE _snapshot/es_cluster_snapshot_repository/custom_prod_snapshots


## SLM

# Creating a daily backup on a few indicies
PUT _slm/policy/prod_cluster_daily_backups
{
  "name":"<prod_daily_backups-{now/d}>",
  "schedule": "0 0 0 * * ?",
  "repository": "es_cluster_snapshot_repository",
  "config": {
    "indices":["*movies*", "*reviews*"],
    "include_global_state": false,
    "ignore_unavailable": false
  },
  "retention":{
    "expire_after":"7d"
  }
}

GET _cluster/settings

PUT _cluster/settings
{
  "transient": {
    "logger.org.elasticsearch.index":"DEBUG"
  }
}

PUT _cluster/settings
{
  "persistent": {
    "logger.org.elasticsearch.index":"DEBUG",
    "logger.org.elasticsearch.http":"TRACE"
  }
}



================================================
FILE: kibana_scripts/ch_15_performance_and_trouble_shooting.txt
================================================
# Performance and Troubleshooting

# Indexing a doc 
PUT programming_books1/_doc/1
{
  "title":"Elasticsearch in Action",
  "synopsis":"A straightforward, hands-on, example driven, action book"
}
# Searching across multiple fields
GET programming_books1/_search
{
  "query": {
    "multi_match": {
      "query": "Elasticsearch hands-on example driven",
      "fields": ["title","synopsis"]
    }
  }
}

# Index with copy_to field
PUT programming_books2
{
  "mappings": {
    "properties": {
      "title":{
        "type": "text",
        "copy_to": "title_synopsis"
      },
      "synopsis":{
        "type": "text",
        "copy_to": "title_synopsis"
      },
      "title_synopsis":{
        "type": "text"
      }
    }
  }
}

# Indexing a book - only two fields
PUT programming_books2/_doc/1
{
  "title":"Elasticsearch in Action",
  "synopsis":"A straightforward, hands-on, example driven, action book"
}

# Match query against the title_synopsis field
GET programming_books2/_search
{
  "query": {
    "match": {
      "title_synopsis": {
        "query": "Elasticsearch hands-on example driven",
        "operator": "OR"
      }
    }
  }
}

DELETE programming_books3
# multi-field mapping
PUT programming_books3
{
  "mappings": {
    "properties": {
      "title":{
        "type": "text",
        "fields": {
          "raw":{
            "type":"keyword"
          }
        }
      }
    }
  }
}

# Indexing a document
PUT programming_books3/_doc/1
{
  "title":"Elasticsearch in Action"
}

# Searching on a keyword field
GET programming_books3/_search
{
  "query": {
    "match": {
      "title.raw": "Elasticsearch in Action"
    }
  }
}

# Custom refresh setting - 1 min
PUT programming_books3/_settings
{
  "index":{
    "refresh_interval":"1m"
  }
}

# Turning off refresh activity completely
PUT programming_books3/_settings
{
  "index":{
    "refresh_interval":-1
  }
}

# Index a sample document
PUT programming_books3/_doc/10
{
  "title":"Elasticsearch for Java Developers",
  "synopsis":"Elasticsearch meets Java"
}

# If you search for this - you should return no result.
# As we switched off the refresh - it shouldn't be available in search
GET programming_books3/_search
{
  "query": {
    "match": {
      "title": "Elasticsearch Java"
    }
  }
}

# Forcing refresh on the index
POST programming_books3/_refresh

# Fetch the hot threads
GET _nodes/hot_threads

# Fetch all the thread-pools 
GET _nodes/thread_pool

# Fetch all the thread-pools usign _cat API
GET /_cat/thread_pool/?v&h=name,active,size,type

GET _cluster/health

# Allocation API
GET _cluster/allocation/explain

# Allocation explain API on an individual index
GET _cluster/allocation/explain
{
  "index": "programming_books2",
  "shard": 0,
  "primary": true,
  "current_node": "mkmac.local"
}

# Getting nodes info

## Fetch all nodes
GET _nodes

GET _nodes/process

GET _cat/nodes?v=true&s=cpu:desc

# Fetching individual node cpu/memory stats
GET _nodes/stats/os?filter_path=nodes.*.os

# Watermark thresholds

## Chanding the low-watermark
PUT _cluster/settings
{
  "transient": {
    "cluster.routing.allocation.disk.watermark.low":"80%"
  }
}

## Chanding the high watermark
PUT _cluster/settings
{
  "transient": {
    "cluster.routing.allocation.disk.watermark.high":"85%"
  }
}

## Chanding the flood-stage watermark
PUT _cluster/settings
{
  "transient": {
    "cluster.routing.allocation.disk.watermark.flood_stage":"90%"
  }
}

# Setting all thresholds in one-go
PUT _cluster/settings
{
  "transient": {
    "cluster.routing.allocation.disk.watermark.low":"80%",
    "cluster.routing.allocation.disk.watermark.high":"85%",
    "cluster.routing.allocation.disk.watermark.flood_stage":0.90
  }
}

GET _cluster/settings

# Fetching circuit breaker settings
GET _nodes/stats/breaker