diff --git a/SUMMARY.md b/SUMMARY.md
index 43bcfd0aa..504b42fb4 100644
--- a/SUMMARY.md
+++ b/SUMMARY.md
@@ -91,22 +91,22 @@
- [Compute Endpoints](developers/provider/compute-endpoints.md)
- [Authentication Endpoints](developers/provider/authentication-endpoints.md)
- [Developer FAQ](developers/dev-faq.md)
-- [📊 Data Science](data-science/README.md)
- - [Ocean.py](data-science/ocean.py/README.md)
- - [Install](data-science/ocean.py/install.md)
- - [Local Setup](data-science/ocean.py/local-setup.md)
- - [Remote Setup](data-science/ocean.py/remote-setup.md)
- - [Publish Flow](data-science/ocean.py/publish-flow.md)
- - [Consume Flow](data-science/ocean.py/consume-flow.md)
- - [Compute Flow](data-science/ocean.py/compute-flow.md)
- - [Ocean Instance Tech Details](data-science/ocean.py/technical-details.md)
- - [Ocean Assets Tech Details](data-science/ocean.py/ocean-assets-tech-details.md)
- - [Ocean Compute Tech Details](data-science/ocean.py/ocean-compute-tech-details.md)
- - [Datatoken Interface Tech Details](data-science/ocean.py/datatoken-interface-tech-details.md)
- - [Join a Data Challenge](data-science/join-a-data-challenge.md)
- - [Sponsor a Data Challenge](data-science/sponsor-a-data-challenge.md)
- - [Data Value-Creation Loop](data-science/the-data-value-creation-loop.md)
- - [What data is valuable?](data-science/data-engineers.md)
+- [📊 Data Scientists](data-scientists/README.md)
+ - [Ocean.py](data-scientists/ocean.py/README.md)
+ - [Install](data-scientists/ocean.py/install.md)
+ - [Local Setup](data-scientists/ocean.py/local-setup.md)
+ - [Remote Setup](data-scientists/ocean.py/remote-setup.md)
+ - [Publish Flow](data-scientists/ocean.py/publish-flow.md)
+ - [Consume Flow](data-scientists/ocean.py/consume-flow.md)
+ - [Compute Flow](data-scientists/ocean.py/compute-flow.md)
+ - [Ocean Instance Tech Details](data-scientists/ocean.py/technical-details.md)
+ - [Ocean Assets Tech Details](data-scientists/ocean.py/ocean-assets-tech-details.md)
+ - [Ocean Compute Tech Details](data-scientists/ocean.py/ocean-compute-tech-details.md)
+ - [Datatoken Interface Tech Details](data-scientists/ocean.py/datatoken-interface-tech-details.md)
+ - [Join a Data Challenge](data-scientists/join-a-data-challenge.md)
+ - [Sponsor a Data Challenge](data-scientists/sponsor-a-data-challenge.md)
+ - [Data Value-Creation Loop](data-scientists/the-data-value-creation-loop.md)
+ - [What data is valuable?](data-scientists/data-engineers.md)
* [👀 Predictoor](predictoor/README.md)
* [Introduction](predictoor/pdr-intro.md)
* [Architecture](predictoor/pdr-architecture.md)
diff --git a/data-science/README.md b/data-scientists/README.md
similarity index 97%
rename from data-science/README.md
rename to data-scientists/README.md
index 3f1e95e97..4109f6eef 100644
--- a/data-science/README.md
+++ b/data-scientists/README.md
@@ -1,6 +1,6 @@
---
description: Earn $, track data & compute provenance, and get more data
-cover: ../.gitbook/assets/cover/data_science_banner.png
+cover: ../.gitbook/assets/cover/data_scientists_banner.png
coverY: 0
---
diff --git a/data-science/data-engineers.md b/data-scientists/data-engineers.md
similarity index 100%
rename from data-science/data-engineers.md
rename to data-scientists/data-engineers.md
diff --git a/data-science/join-a-data-challenge.md b/data-scientists/join-a-data-challenge.md
similarity index 100%
rename from data-science/join-a-data-challenge.md
rename to data-scientists/join-a-data-challenge.md
diff --git a/data-science/ocean.py/README.md b/data-scientists/ocean.py/README.md
similarity index 98%
rename from data-science/ocean.py/README.md
rename to data-scientists/ocean.py/README.md
index 3879db39f..3997e6d48 100644
--- a/data-science/ocean.py/README.md
+++ b/data-scientists/ocean.py/README.md
@@ -6,7 +6,7 @@ description: >-
# Ocean.py
-[Ocean.py](https://github.com/oceanprotocol/ocean.py) helps data scientists earn $ from their AI models, track provenance of data & compute, and get more data. (More details [here](../../data-science/README.md).)
+[Ocean.py](https://github.com/oceanprotocol/ocean.py) helps data scientists earn $ from their AI models, track provenance of data & compute, and get more data. (More details [here](../../data-scientists/README.md).)
Ocean.py makes these tasks easy:
diff --git a/data-science/ocean.py/compute-flow.md b/data-scientists/ocean.py/compute-flow.md
similarity index 100%
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diff --git a/data-science/ocean.py/consume-flow.md b/data-scientists/ocean.py/consume-flow.md
similarity index 100%
rename from data-science/ocean.py/consume-flow.md
rename to data-scientists/ocean.py/consume-flow.md
diff --git a/data-science/ocean.py/datatoken-interface-tech-details.md b/data-scientists/ocean.py/datatoken-interface-tech-details.md
similarity index 100%
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diff --git a/data-science/ocean.py/install.md b/data-scientists/ocean.py/install.md
similarity index 100%
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diff --git a/data-science/ocean.py/local-setup.md b/data-scientists/ocean.py/local-setup.md
similarity index 100%
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diff --git a/data-science/ocean.py/ocean-assets-tech-details.md b/data-scientists/ocean.py/ocean-assets-tech-details.md
similarity index 100%
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diff --git a/data-science/ocean.py/ocean-compute-tech-details.md b/data-scientists/ocean.py/ocean-compute-tech-details.md
similarity index 100%
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diff --git a/data-science/ocean.py/publish-flow.md b/data-scientists/ocean.py/publish-flow.md
similarity index 100%
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diff --git a/data-science/ocean.py/remote-setup.md b/data-scientists/ocean.py/remote-setup.md
similarity index 100%
rename from data-science/ocean.py/remote-setup.md
rename to data-scientists/ocean.py/remote-setup.md
diff --git a/data-science/ocean.py/technical-details.md b/data-scientists/ocean.py/technical-details.md
similarity index 100%
rename from data-science/ocean.py/technical-details.md
rename to data-scientists/ocean.py/technical-details.md
diff --git a/data-science/sponsor-a-data-challenge.md b/data-scientists/sponsor-a-data-challenge.md
similarity index 100%
rename from data-science/sponsor-a-data-challenge.md
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diff --git a/data-science/the-data-value-creation-loop.md b/data-scientists/the-data-value-creation-loop.md
similarity index 97%
rename from data-science/the-data-value-creation-loop.md
rename to data-scientists/the-data-value-creation-loop.md
index 02624834c..5e6256078 100644
--- a/data-science/the-data-value-creation-loop.md
+++ b/data-scientists/the-data-value-creation-loop.md
@@ -4,7 +4,7 @@ description: Thrive in the open data economy by closing the loop towards speed a
# The Data Value-Creation Loop
-
+
### Motivation
diff --git a/developers/architecture.md b/developers/architecture.md
index e43d52505..623441f60 100644
--- a/developers/architecture.md
+++ b/developers/architecture.md
@@ -23,7 +23,7 @@ Above the smart contracts, you'll find essential [libraries](architecture.md#lib
These libraries include [Ocean.js](ocean.js/README.md), a JavaScript library, and [Ocean.py](ocean.py/README.md), a Python library. They serve as powerful tools for developers, enabling integration and interaction with the protocol.
1. [Ocean.js](ocean.js/README.md): Ocean.js is a JavaScript library that serves as a powerful tool for developers looking to integrate their applications with the Ocean Protocol ecosystem. Designed to facilitate interaction with the protocol, Ocean.js provides a comprehensive set of functionalities, including data tokenization, asset management, and smart contract interaction. Ocean.js simplifies the process of implementing data access controls, building dApps, and exploring data sets within a decentralized environment.
-2. [Ocean.py](ocean.py/README.md): Ocean.py is a Python library that empowers developers to integrate their applications with the Ocean Protocol ecosystem. With its rich set of functionalities, Ocean.py provides a comprehensive toolkit for interacting with the protocol. Developers and [data scientists](../data-science/README.md) can leverage Ocean.py to perform a wide range of tasks, including data tokenization, asset management, and smart contract interactions. This library serves as a bridge between Python and the decentralized world of Ocean Protocol, enabling you to harness the power of decentralized data.
+2. [Ocean.py](ocean.py/README.md): Ocean.py is a Python library that empowers developers to integrate their applications with the Ocean Protocol ecosystem. With its rich set of functionalities, Ocean.py provides a comprehensive toolkit for interacting with the protocol. Developers and [data scientists](../data-scientists/README.md) can leverage Ocean.py to perform a wide range of tasks, including data tokenization, asset management, and smart contract interactions. This library serves as a bridge between Python and the decentralized world of Ocean Protocol, enabling you to harness the power of decentralized data.
#### Middleware components
diff --git a/developers/contracts/architecture.md b/developers/contracts/architecture.md
index 1eb6c0124..0e0057001 100644
--- a/developers/contracts/architecture.md
+++ b/developers/contracts/architecture.md
@@ -24,7 +24,7 @@ Above the smart contracts, you'll find essential [libraries](architecture.md#lib
These libraries include [Ocean.js](../ocean.js/README.md), a JavaScript library, and [Ocean.py](../ocean.py/README.md), a Python library. They serve as powerful tools for developers, enabling integration and interaction with the protocol.
1. [Ocean.js](../ocean.js/README.md): Ocean.js is a JavaScript library that serves as a powerful tool for developers looking to integrate their applications with the Ocean Protocol ecosystem. Designed to facilitate interaction with the protocol, Ocean.js provides a comprehensive set of functionalities, including data tokenization, asset management, and smart contract interaction. Ocean.js simplifies the process of implementing data access controls, building dApps, and exploring data sets within a decentralized environment.
-2. [Ocean.py](../ocean.py/README.md): Ocean.py is a Python library that empowers developers to integrate their applications with the Ocean Protocol ecosystem. With its rich set of functionalities, Ocean.py provides a comprehensive toolkit for interacting with the protocol. Developers and [data scientists](../../data-science/README.md) can leverage Ocean.py to perform a wide range of tasks, including data tokenization, asset management, and smart contract interactions. This library serves as a bridge between Python and the decentralized world of Ocean Protocol, enabling you to harness the power of decentralized data.
+2. [Ocean.py](../ocean.py/README.md): Ocean.py is a Python library that empowers developers to integrate their applications with the Ocean Protocol ecosystem. With its rich set of functionalities, Ocean.py provides a comprehensive toolkit for interacting with the protocol. Developers and [data scientists](../../data-scientists/README.md) can leverage Ocean.py to perform a wide range of tasks, including data tokenization, asset management, and smart contract interactions. This library serves as a bridge between Python and the decentralized world of Ocean Protocol, enabling you to harness the power of decentralized data.
#### Middleware components
diff --git a/discover/explore.md b/discover/explore.md
index 116776206..7b57da3bb 100644
--- a/discover/explore.md
+++ b/discover/explore.md
@@ -81,7 +81,7 @@ The following guides will help you get started with buying and selling data:
Manage datatokens and data NFTs for use in DeFi
Ocean makes it easy to publish data services (deploy ERC721 data NFTs and ERC20 datatokens), and to consume data services (spend datatokens). Crypto wallets, exchanges, and DAOs become data wallets, exchanges, and DAOs.
-Use Ocean [JavaScript](../developers/ocean.js/README.md) or [Python](../data-science/ocean.py/README.md) drivers to manage data NFTs and datatokens:
+Use Ocean [JavaScript](../developers/ocean.js/README.md) or [Python](../data-scientists/ocean.py/README.md) drivers to manage data NFTs and datatokens:
Ocean-based apps make data assets on-ramps and off-ramps easy for end users. Ocean smart contracts and libraries make this easy for developers. The data itself does not need to be on-chain, just the access control.
@@ -123,7 +123,7 @@ Participating in the Data Farming initiative demonstrates a commitment to the pr
-Data Challenges
Ocean Data Challenges offer you a unique opportunity to showcase your skills and creativity in the world of data. These organized events and competitions encourage data scientists, researchers, and developers like yourself to explore and innovate using Ocean Protocol.
+Data Challenges
Ocean Data Challenges offer you a unique opportunity to showcase your skills and creativity in the world of data. These organized events and competitions encourage data scientists, researchers, and developers like yourself to explore and innovate using Ocean Protocol.
By participating in Ocean Data Challenges, you can tackle real-world problems, leverage data assets, and utilize the technologies within the Ocean ecosystem. Not only do you have the chance to compete for recognition and prizes, but you also contribute to driving innovation, fostering collaboration, and making a positive impact in the data space.
diff --git a/discover/ocean-101.md b/discover/ocean-101.md
index 6bef088c6..cec45d699 100644
--- a/discover/ocean-101.md
+++ b/discover/ocean-101.md
@@ -16,7 +16,7 @@ Ocean Protocol also combines advanced technologies and web components to create
Ocean architectural overview
-Powerful libraries such as [Ocean.js](../developers/ocean.js/README.md) (JavaScript) and [Ocean.py](../data-science/ocean.py/README.md) (Python) facilitate seamless integration and interaction with the protocol, offering a wide range of functionalities.
+Powerful libraries such as [Ocean.js](../developers/ocean.js/README.md) (JavaScript) and [Ocean.py](../data-scientists/ocean.py/README.md) (Python) facilitate seamless integration and interaction with the protocol, offering a wide range of functionalities.
Ocean Protocol incorporates middleware components that enhance efficiency and streamline interactions. Components such as [Aquarius](../developers/aquarius/README.md) act as a metadata cache, improving search efficiency by caching on-chain data into Elasticsearch while [Provider](../developers/provider/README.md) plays a crucial role in various ecosystem operations, assisting in asset downloading, handling encryption of [Decentralized Data Objects](../developers/ddo-specification.md) (DDOs), and facilitating communication with the operator-service for Compute-to-Data jobs. And finally, the [Subgraph](../developers/subgraph/README.md), an off-chain service leveraging GraphQL, offers efficient access to information related to datatokens, users, and balances.
diff --git a/user-guides/publish-data-nfts.md b/user-guides/publish-data-nfts.md
index 3ccb21b3a..b87d58fa4 100644
--- a/user-guides/publish-data-nfts.md
+++ b/user-guides/publish-data-nfts.md
@@ -127,7 +127,7 @@ On the [profile page](https://market.oceanprotocol.com/profile), a publisher has
### Code flow
-* **Python:** Are you looking at how to publish a data NFT using Python? Follow the ocean.py [Publish Flow](../data-science/ocean.py/publish-flow.md) to mint a data NFT and datatoken using Python.
+* **Python:** Are you looking at how to publish a data NFT using Python? Follow the ocean.py [Publish Flow](../data-scientists/ocean.py/publish-flow.md) to mint a data NFT and datatoken using Python.
* **Javascript**: Are you looking at how to publish a data NFT using Javascript? Follow the ocean.js [Publish Flow](../developers/ocean.js/publish.md) to mint a data NFT and datatoken using Javascript.
#### More Info 🧐
