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6 changes: 3 additions & 3 deletions docs/References.md
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* Blog - [RedisGraph Elixir client](https://flynn.gg/blog/redisgraph-elixir/). [Christopher Flynn](https://flynn.gg/)

* Slides - [RedisGraph A Low Latency Graph DB](https://www.slideshare.net/RedisLabs/redisgraph-a-low-latency-graph-db-pieter-cailliau). [Pieter Cailliau](https://redislabs.com/author/pcailliau/).
* Slides - [RedisGraph A Low Latency Graph DB](https://www.slideshare.net/redis/redisgraph-a-low-latency-graph-db-pieter-cailliau). [Pieter Cailliau](https://redis.com/author/pcailliau/).

* Article - [RedisGraph GraphBLAS Enabled Graph Database](https://arxiv.org/abs/1905.01294).
Cailliau, Pieter & Davis, Tim & Gadepally, Vijay & Kepner, Jeremy & Lipman, Roi & Lovitz, Jeffrey & Ouaknine, Keren (IEEE IPDPS 2019 GrAPL workshop).
([pdf](http://www.mit.edu/~kepner/NEDB2019/NEDB2019-RedisGraph-NEDB.pdf)) </br>

* Blog - [What’s New in RedisGraph 1.2.0](https://redislabs.com/blog/whats-new-redisgraph-1-2-0/). [Roi Lipman](https://redislabs.com/author/roi/).
* Blog - [What’s New in RedisGraph 1.2.0](https://redis.com/blog/whats-new-redisgraph-1-2-0/). [Roi Lipman](https://redis.com/author/roi/).

* Blog - [Benchmarking RedisGraph 1.0](https://redislabs.com/blog/new-redisgraph-1-0-achieves-600x-faster-performance-graph-databases/). [Pieter Cailliau](https://redislabs.com/author/pcailliau/).
* Blog - [Benchmarking RedisGraph 1.0](https://redis.com/blog/new-redisgraph-1-0-achieves-600x-faster-performance-graph-databases/). [Pieter Cailliau](https://redis.com/author/pcailliau/).

* Blog - [Investigating RedisGraph](https://phpscaling.com/2018/12/06/investigating-redisgraph/). [alister](https://phpscaling.com/author/alister/)
12 changes: 6 additions & 6 deletions docs/clients.md
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# RedisGraph Client Libraries

The full functionality of RedisGraph is available through `redis-cli` and the Redis API. [RedisInsight](https://redislabs.com/redis-enterprise/redis-insight/) is a visual tool that provides capabilities to design, develop and optimize into a single easy-to-use environment, and has built-in support for RedisGraph.
The full functionality of RedisGraph is available through `redis-cli` and the Redis API. [RedisInsight](https://redis.com/redis-enterprise/redis-insight/) is a visual tool that provides capabilities to design, develop and optimize into a single easy-to-use environment, and has built-in support for RedisGraph.
In addition there are severeal client libraries to improve abstractions and allow for a more natural experience in a project's native language. Additionally, these clients take advantage of some RedisGraph features that may reduce network throughput in some circumstances.

## Currently available Libraries
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| [RedisGraph.jl][RedisGraph.jl-url] | Julia | MIT | [xyxel][RedisGraph.jl-author] | [![RedisGraph.jl-stars]][RedisGraph.jl-url] |


[redisgraph-py-author]: https://redislabs.com
[redisgraph-py-author]: https://redis.com
[redisgraph-py-url]: https://github.com/RedisGraph/redisgraph-py
[redisgraph-py-stars]: https://img.shields.io/github/stars/RedisGraph/redisgraph-py.svg?style=social&amp;label=Star&amp;maxAge=2592000

[JRedisGraph-author]: https://redislabs.com
[JRedisGraph-author]: https://redis.com
[JRedisGraph-url]: https://github.com/RedisGraph/JRedisGraph
[JRedisGraph-stars]: https://img.shields.io/github/stars/RedisGraph/JRedisGraph.svg?style=social&amp;label=Star&amp;maxAge=2592000

[redisgraph-rb-author]: https://redislabs.com
[redisgraph-rb-author]: https://redis.com
[redisgraph-rb-url]: https://github.com/RedisGraph/redisgraph-rb
[redisgraph-rb-stars]: https://img.shields.io/github/stars/RedisGraph/redisgraph-rb.svg?style=social&amp;label=Star&amp;maxAge=2592000

[redisgraph-go-author]: https://redislabs.com
[redisgraph-go-author]: https://redis.com
[redisgraph-go-url]: https://github.com/RedisGraph/redisgraph-go
[redisgraph-go-stars]: https://img.shields.io/github/stars/RedisGraph/redisgraph-go.svg?style=social&amp;label=Star&amp;maxAge=2592000

[redisgraph.js-author]: https://redislabs.com
[redisgraph.js-author]: https://redis.com
[redisgraph.js-url]: https://github.com/RedisGraph/redisgraph.js
[redisgraph.js-stars]: https://img.shields.io/github/stars/RedisGraph/redisgraph.js.svg?style=social&amp;label=Star&amp;maxAge=2592000

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4 changes: 2 additions & 2 deletions docs/commands.md
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## Full-text indexes
RedisGraph leverages the indexing capabilities of [RediSearch](https://oss.redislabs.com/redisearch/index.html) to provide full-text indices through procedure calls. To construct a full-text index on the `title` property of all nodes with label `Movie`, use the syntax:
RedisGraph leverages the indexing capabilities of [RediSearch](https://oss.redis.com/redisearch/index.html) to provide full-text indices through procedure calls. To construct a full-text index on the `title` property of all nodes with label `Movie`, use the syntax:
```sh
GRAPH.QUERY DEMO_GRAPH "CALL db.idx.fulltext.createNodeIndex('Movie', 'title')"
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3) 1) "Query internal execution time: 0.226914 milliseconds"
```
In addition to yielding matching nodes, full-text index scans will return the score of each node. This is the [TF-IDF](https://oss.redislabs.com/redisearch/Scoring/#tfidf_default) score of the node, which is informed by how many times the search terms appear in the node and how closely grouped they are. This can be observed in the example:
In addition to yielding matching nodes, full-text index scans will return the score of each node. This is the [TF-IDF](https://oss.redis.com/redisearch/Scoring/#tfidf_default) score of the node, which is informed by how many times the search terms appear in the node and how closely grouped they are. This can be observed in the example:
```sh
GRAPH.QUERY DEMO_GRAPH
"CALL db.idx.fulltext.queryNodes('Node', 'hello world') YIELD node, score RETURN score, node.val"
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12 changes: 6 additions & 6 deletions docs/index.md
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<img src="images/logo.svg" alt="logo" width="200"/>

# RedisGraph
[![Forum](https://img.shields.io/badge/Forum-RedisGraph-blue)](https://forum.redislabs.com/c/modules/redisgraph)
[![Forum](https://img.shields.io/badge/Forum-RedisGraph-blue)](https://forum.redis.com/c/modules/redisgraph)
[![Discord](https://img.shields.io/discord/697882427875393627?style=flat-square)](https://discord.gg/gWBRT6P)

RedisGraph is the first queryable [Property Graph](https://github.com/opencypher/openCypher/blob/master/docs/property-graph-model.adoc) database to use [sparse matrices](https://en.wikipedia.org/wiki/Sparse_matrix) to represent the [adjacency matrix](https://en.wikipedia.org/wiki/Adjacency_matrix) in graphs and [linear algebra](http://faculty.cse.tamu.edu/davis/GraphBLAS.html) to query the graph.
Expand All @@ -22,13 +22,13 @@ To see RedisGraph in action, visit [Demos](https://github.com/RedisGraph/RedisGr

<a href="https://www.ibm.com"><img src="images/logo-ibm.jpg" alt="IBM" height="100"/></a>
<a href="https://www.fiverr.com"><img src="images/logo-fiverr.jpg" alt="Fiverr" height="100"/></a>
<a href="https://redislabs.com/case-studies/thinkdata-works/"><img src="images/logo-thinkdata.jpg" alt="thinkdata" height="100"/></a>
<a href="https://redis.com/case-studies/thinkdata-works/"><img src="images/logo-thinkdata.jpg" alt="thinkdata" height="100"/></a>
<a href="https://sidy.fr/"><img src="images/logo-sidy.jpg" alt="sidy" height="100"/></a>

<a href="https://www.youtube.com/watch?v=6FYYn-9fPXE"><img src="images/logo-mdmetrix.jpg" alt="mdmetrix" height="100"/></a>
<a href="https://linkirous.us/"><img src="images/logo-linkurious.jpg" alt="linkirous" height="100"/></a>
<a href="https://medium.com/@tomzeppenfeldt/graphileon-and-redis-labs-become-partners-35bafe6790fa"><img src="images/logo-graphileon.jpg" alt="graphileon" height="100"/></a>
<a href="https://redislabs.com/blog/graphxr-read-modify-and-write-ontologies-with-redisgraph/"><img src="images/logo-kineviz-graphxr.jpg" alt="kineviz" height="100"/></a>
<a href="https://redis.com/blog/graphxr-read-modify-and-write-ontologies-with-redisgraph/"><img src="images/logo-kineviz-graphxr.jpg" alt="kineviz" height="100"/></a>


## Quickstart
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RedisGraph is available on all Redis Cloud managed services, including a completely free managed database up to 30MB.

[Select your plan here](https://redislabs.com/redis-enterprise-cloud/pricing/)
[Select your plan here](https://redis.com/redis-enterprise-cloud/pricing/)

## Docker

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## Download

A pre-compiled version can be downloaded from [RedisLabs download center](https://redislabs.com/download-center/modules/).
A pre-compiled version can be downloaded from [redis download center](https://redis.com/download-center/modules/).

## Building

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## Mailing List / Forum

Got questions? Feel free to ask at the [RedisGraph forum](https://forum.redislabs.com/c/modules/redisgraph).
Got questions? Feel free to ask at the [RedisGraph forum](https://forum.redis.com/c/modules/redisgraph).

## License

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